papers_missed_web.json

[
  {
    "title": "Between-movie variability severely limits generalizability of naturalistic neuroimaging",
    "authors": null,
    "year": "2024",
    "venue": "bioRxiv",
    "doi": "10.1101/2024.12.03.626542",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2024.12.03.626542v2",
    "abstract_snippet": "fMRI from 112 subjects watching eight animated movies; ISC varies across movies and regions; highest ISC in regions with greatest between-movie variability.",
    "source_hop": 1,
    "relevance_reason": "Critical methodology paper on ISC generalizability across different naturalistic movies",
    "priority": "high"
  },
  {
    "title": "Timing Is Everything: Temporal Dynamics of BOLD Responses to Naturalistic Features in Movie Watching",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.11.07.687226",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.11.07.687226v1",
    "abstract_snippet": "Three movie-watching datasets; cross-correlation of visual luminance/contrast, pitch, pupil, theory-of-mind ratings with BOLD.",
    "source_hop": 1,
    "relevance_reason": "Temporal dynamics of BOLD during naturalistic movie features",
    "priority": "high"
  },
  {
    "title": "Brain-AI Alignment in Naturalistic Movies",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.64898/2025.12.03.692164",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2025.12.03.692164v1",
    "abstract_snippet": "Multimodal LLM (Gemini) as automated semantic annotator; HCP movie dataset, 293 clips, 360 parcels; prediction accuracy linked to fluid intelligence.",
    "source_hop": 1,
    "relevance_reason": "Novel brain-AI alignment using LLM annotations of naturalistic movies",
    "priority": "high"
  },
  {
    "title": "View, engage, predict: enhancing brain-behavior mapping with naturalistic movie-watching fMRI",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.07.28.666907",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.07.28.666907v1",
    "abstract_snippet": "DNN framework predicting cognitive scores/sex from FC during movies; prediction accuracy linked to ISC and face/voice duration.",
    "source_hop": 1,
    "relevance_reason": "Brain-behavior prediction from naturalistic movie fMRI using deep learning",
    "priority": "high"
  },
  {
    "title": "A neuroimaging database combining movie-watching, eye-tracking, sensorimotor mapping, and cognitive tasks",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.09.25.678556",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.09.25.678556v2.full",
    "abstract_snippet": "High-quality 3T fMRI from 40 participants; full-length movies + synchronized eye-tracking + physiology.",
    "source_hop": 1,
    "relevance_reason": "Multimodal naturalistic neuroimaging database",
    "priority": "high"
  },
  {
    "title": "Frontoparietal functional dedifferentiation during naturalistic movie watching among older adults at risk of emotional vulnerability",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.05.12.653474",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.05.12.653474v1.full",
    "abstract_snippet": "Age-related frontoparietal dedifferentiation during naturalistic movie watching; emotional vulnerability in older adults.",
    "source_hop": 1,
    "relevance_reason": "Aging brain + naturalistic fMRI + emotion",
    "priority": "medium"
  },
  {
    "title": "Reduced inter-subject functional connectivity during movies in autism: Replicability across cross-national fMRI datasets",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv / Molecular Autism",
    "doi": "10.1101/2025.02.04.636405",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.02.04.636405v2",
    "abstract_snippet": "Cross-national ISFC replication in autism; Germany and Finland datasets; 273 regions; reduced ISFC in visual, sensorimotor, subcortical networks.",
    "source_hop": 1,
    "relevance_reason": "Cross-national replication of reduced ISFC in autism during movies",
    "priority": "high"
  },
  {
    "title": "Visual semantic tuning across the cortex shifts between tasks",
    "authors": null,
    "year": "2026",
    "venue": "bioRxiv",
    "doi": "10.64898/2026.02.19.706797",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2026.02.19.706797v1.full",
    "abstract_snippet": "Gallant lab: voxelwise encoding compares semantic tuning when watching movies vs navigating virtual city.",
    "source_hop": 1,
    "relevance_reason": "Task-dependent semantic tuning from Gallant lab",
    "priority": "high"
  },
  {
    "title": "Preregistered movie-fMRI analyses reveal altered visual feature encoding in autism in pSTS",
    "authors": null,
    "year": "2026",
    "venue": "bioRxiv",
    "doi": "10.64898/2026.03.23.713749",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2026.03.23.713749v1.full",
    "abstract_snippet": "Preregistered movie-fMRI analyses; altered visual feature encoding in autism within pSTS.",
    "source_hop": 1,
    "relevance_reason": "Preregistered autism movie fMRI study",
    "priority": "high"
  },
  {
    "title": "Patterns of intersubject correlations parallel organizational hierarchies",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.10.19.683222",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.10.19.683222v1.full.pdf",
    "abstract_snippet": "ISC patterns parallel cortical organizational hierarchies; gradient-ISC correlations across HCP movie clips.",
    "source_hop": 1,
    "relevance_reason": "ISC and cortical hierarchy",
    "priority": "medium"
  },
  {
    "title": "Key moments in naturalistic events synchronize neural activity patterns and dominate memory reinstatement",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.08.30.673233",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.08.30.673233v1.full",
    "abstract_snippet": "Storyboard paradigm; key moments synchronize default network; memory reinstatement in posterior-medial cortex.",
    "source_hop": 1,
    "relevance_reason": "Naturalistic events + DMN + episodic memory",
    "priority": "high"
  },
  {
    "title": "Comprehensive Neural Representations of Naturalistic Stimuli (through Multimodal Deep Learning)",
    "authors": null,
    "year": "2025",
    "venue": "eLife reviewed preprint",
    "doi": "10.1101/2025.04.15.646250",
    "pmid": null,
    "url": "https://elifesciences.org/reviewed-preprints/107607",
    "abstract_snippet": "Video-text alignment DNN (VALOR) predicts HCP movie responses; multimodal > unimodal features; predictive coding gradients link to fluid IQ.",
    "source_hop": 1,
    "relevance_reason": "Video-text DNN encoding of naturalistic HCP movie data; links to cognition",
    "priority": "high"
  },
  {
    "title": "A multimodal fMRI dataset unifying naturalistic processes with a rich array of experimental tasks (Spacetop)",
    "authors": null,
    "year": "2025",
    "venue": "Scientific Data / bioRxiv",
    "doi": "10.1038/s41597-025-05154-x",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-025-05154-x",
    "abstract_snippet": "Spacetop: N=101 participants, 6h scanning each, 6 functional tasks + 2h naturalistic movies + diffusion + anatomy.",
    "source_hop": 1,
    "relevance_reason": "Large multimodal open naturalistic fMRI dataset",
    "priority": "high"
  },
  {
    "title": "Le Petit Prince (LPP) Multi-talker: Naturalistic 7T fMRI and EEG Dataset",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.04.03.646958",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.04.03.646958v2",
    "abstract_snippet": "7T naturalistic fMRI + EEG dataset with multi-talker Le Petit Prince.",
    "source_hop": 1,
    "relevance_reason": "7T naturalistic fMRI+EEG multi-talker dataset",
    "priority": "high"
  },
  {
    "title": "BABA: Naturalistic fMRI and MEG recordings during viewing of a reality TV show",
    "authors": null,
    "year": "2025",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-025-06110-5",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-025-06110-5",
    "abstract_snippet": "Two cohorts N=30 each, fMRI and MEG; 25-min Chinese reality TV show; 11 speakers, overlapping speech, father-child dyads.",
    "source_hop": 1,
    "relevance_reason": "Multi-modal naturalistic fMRI+MEG reality TV dataset (Chinese language)",
    "priority": "high"
  },
  {
    "title": "Multiple event segmentation mechanisms in the human brain",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.07.07.663487",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.07.07.663487v1.full",
    "abstract_snippet": "Multiple event segmentation mechanisms: prediction error vs uncertainty; fMRI + computational modeling; temporal sequence of pattern shifts.",
    "source_hop": 1,
    "relevance_reason": "Competing mechanisms for event segmentation",
    "priority": "high"
  },
  {
    "title": "Natural language processing captures memory content associated with shared neural patterns at encoding",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.09.02.672707",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.09.02.672707v1.full",
    "abstract_snippet": "NLP captures memory content linked to shared neural patterns during naturalistic encoding.",
    "source_hop": 1,
    "relevance_reason": "NLP methods + naturalistic memory encoding",
    "priority": "high"
  },
  {
    "title": "Harry Potter meets Markov: Neural event representation in the reading network during narrative processing",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.10.13.682063",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.10.13.682063v1.full",
    "abstract_snippet": "Neural event representation in reading network during Harry Potter; Markov models.",
    "source_hop": 1,
    "relevance_reason": "Reading-based naturalistic fMRI + HMM events",
    "priority": "medium"
  },
  {
    "title": "Hyperface: a naturalistic fMRI dataset for investigating human face processing",
    "authors": null,
    "year": "2026",
    "venue": "bioRxiv",
    "doi": "10.64898/2026.03.11.711073",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2026.03.11.711073v1",
    "abstract_snippet": "Dense naturalistic fMRI dataset for face processing.",
    "source_hop": 1,
    "relevance_reason": "New naturalistic face processing dataset",
    "priority": "high"
  },
  {
    "title": "Structured Neural Variability from Repeated Naturalistic Video Watching Experiences",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.11.07.687258",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.11.07.687258v1.full",
    "abstract_snippet": "20 participants, 24 videos across 5 sessions; between-subject correlations decrease with repeated viewing.",
    "source_hop": 1,
    "relevance_reason": "Repetition effects on naturalistic neural variability",
    "priority": "high"
  },
  {
    "title": "Dynamic fMRI networks of emotion",
    "authors": null,
    "year": "2025",
    "venue": "eLife reviewed preprint / bioRxiv",
    "doi": "10.1101/2025.02.05.636581",
    "pmid": null,
    "url": "https://elifesciences.org/reviewed-preprints/106070",
    "abstract_snippet": "Studyforrest dynamic emotion networks during full-length Forrest Gump viewing.",
    "source_hop": 1,
    "relevance_reason": "Dynamic emotion networks in naturalistic fMRI",
    "priority": "high"
  },
  {
    "title": "Boosting Hyperalignment Performance with Age-specific Templates",
    "authors": null,
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.02.19.639148",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.02.19.639148v1",
    "abstract_snippet": "Age-specific functional templates for hyperalignment; Cam-CAN data 18-87yo.",
    "source_hop": 1,
    "relevance_reason": "Improving hyperalignment across lifespan",
    "priority": "medium"
  },
  {
    "title": "The Neural Code of Neuroticism",
    "authors": null,
    "year": "2026",
    "venue": "bioRxiv",
    "doi": "10.64898/2026.01.19.700296",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2026.01.19.700296v1.full",
    "abstract_snippet": "IS-RSA on 174 HCP participants; neuroticism similarity vs brain similarity during movie watching.",
    "source_hop": 1,
    "relevance_reason": "IS-RSA neuroticism during naturalistic movies",
    "priority": "medium"
  },
  {
    "title": "fMRI-Based Prediction of Eye Gaze During Naturalistic Movie Viewing Reveals Eye-Movement-Related Brain Activity",
    "authors": null,
    "year": "2026",
    "venue": "bioRxiv",
    "doi": "10.64898/2026.01.10.698820",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.64898/2026.01.10.698820v2",
    "abstract_snippet": "Predicting eye gaze from fMRI during movie viewing.",
    "source_hop": 1,
    "relevance_reason": "Linking eye movements to naturalistic fMRI",
    "priority": "medium"
  },
  {
    "title": "A Unified Acoustic-to-Speech-to-Language Embedding Space Captures the Neural Basis of Natural Language Processing in Everyday Conversations",
    "authors": [
      "Ariel Goldstein",
      "et al."
    ],
    "year": "2025",
    "venue": "Nature Human Behaviour",
    "doi": null,
    "pmid": null,
    "url": "https://hassonlab.princeton.edu/publications",
    "abstract_snippet": "Goldstein/Hasson lab: unified acoustic-speech-language embedding neural basis for natural conversations.",
    "source_hop": 2,
    "relevance_reason": "Hasson lab naturalistic conversation neural basis",
    "priority": "high"
  },
  {
    "title": "Incremental Accumulation of Linguistic Context in Artificial and Biological Neural Networks",
    "authors": [
      "Refael Tikochinski",
      "et al."
    ],
    "year": "2025",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://hassonlab.princeton.edu/publications",
    "abstract_snippet": "Hasson lab: incremental context accumulation parallels between LLMs and brain.",
    "source_hop": 2,
    "relevance_reason": "LLM-brain alignment for naturalistic linguistic context",
    "priority": "high"
  },
  {
    "title": "Uncovering a Timescale Hierarchy by Studying the Brain in a Natural Context",
    "authors": [
      "Uri Hasson"
    ],
    "year": "2025",
    "venue": "Journal of Neuroscience",
    "doi": null,
    "pmid": null,
    "url": "https://hassonlab.princeton.edu/publications",
    "abstract_snippet": "Timescale hierarchy of cortex revealed by naturalistic context studies.",
    "source_hop": 2,
    "relevance_reason": "Timescale hierarchy review from Hasson",
    "priority": "high"
  },
  {
    "title": "How a Speaker Herds the Audience: Multibrain Neural Convergence over Time During Naturalistic Storytelling",
    "authors": [
      "Claire Chang",
      "et al."
    ],
    "year": "2024",
    "venue": "Social Cognitive and Affective Neuroscience",
    "doi": "10.1093/scan/nsae059",
    "pmid": null,
    "url": "https://academic.oup.com/scan/article/19/1/nsae059/7748009",
    "abstract_snippet": "Listener-listener coupling vs speaker-listener coupling during storytelling; multibrain convergence.",
    "source_hop": 2,
    "relevance_reason": "Hasson lab naturalistic storytelling multibrain coupling",
    "priority": "high"
  },
  {
    "title": "Music-evoked reactivation during continuous perception is associated with enhanced subsequent recall of naturalistic events",
    "authors": [
      "Caitlin Williams",
      "E Margulis",
      "Chris Baldassano",
      "Uri Hasson",
      "Janice Chen",
      "Ken Norman"
    ],
    "year": "2025",
    "venue": "bioRxiv",
    "doi": null,
    "pmid": null,
    "url": "https://www.biorxiv.org/",
    "abstract_snippet": "Eternal Sunshine of the Spotless Mind; musical-theme-evoked reactivation in DMN linked to next-day recall.",
    "source_hop": 2,
    "relevance_reason": "Music-induced event reactivation during naturalistic film",
    "priority": "high"
  },
  {
    "title": "Large language models can segment narrative events similarly to humans",
    "authors": [
      "Sebastian Michelmann",
      "Manoj Kumar",
      "Ken Norman",
      "Mariya Toneva"
    ],
    "year": "2025",
    "venue": "Behavior Research Methods",
    "doi": null,
    "pmid": null,
    "url": "https://link.springer.com/",
    "abstract_snippet": "LLM-based segmentation of narrative events matches human judgments.",
    "source_hop": 2,
    "relevance_reason": "LLM-driven event segmentation for naturalistic stimuli",
    "priority": "high"
  },
  {
    "title": "Neural dynamics of spontaneous memory recall and future thinking in the continuous flow of thoughts",
    "authors": [
      "H Su",
      "X Li",
      "S Born",
      "C Honey",
      "J Chen",
      "H Lee"
    ],
    "year": "2025",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/ncomms/",
    "abstract_snippet": "Continuous-thought framework; spontaneous memory and future thinking during naturalistic experience.",
    "source_hop": 2,
    "relevance_reason": "Spontaneous cognition during naturalistic paradigm",
    "priority": "high"
  },
  {
    "title": "Neural and behavioral reinstatement jointly reflect retrieval of narrative events",
    "authors": [
      "M Nau",
      "A Greene",
      "H Tarder-Stoll",
      "J Lossio-Ventura",
      "F Pereira",
      "J Chen",
      "C Baldassano",
      "C Baker"
    ],
    "year": "2025",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/ncomms/",
    "abstract_snippet": "Joint neural/behavioral reinstatement reflects narrative event retrieval.",
    "source_hop": 2,
    "relevance_reason": "Naturalistic narrative memory retrieval",
    "priority": "high"
  },
  {
    "title": "Hippocampal mechanisms resolve competition in memory and perception",
    "authors": [
      "Aly Lab"
    ],
    "year": "2025",
    "venue": "(lab publication)",
    "doi": null,
    "pmid": null,
    "url": "https://www.alylab.org/publications",
    "abstract_snippet": "Hippocampal competition resolution in naturalistic memory/perception.",
    "source_hop": 2,
    "relevance_reason": "Aly lab naturalistic memory/perception",
    "priority": "medium"
  },
  {
    "title": "The brain hierarchically represents the past and future during multistep anticipation",
    "authors": [
      "H Tarder-Stoll",
      "C Baldassano",
      "M Aly"
    ],
    "year": "2024",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/ncomms/",
    "abstract_snippet": "Hierarchical representations of past and future; multistep anticipation in naturalistic sequences.",
    "source_hop": 2,
    "relevance_reason": "Naturalistic multistep anticipation",
    "priority": "high"
  },
  {
    "title": "Shared functional specialization in transformer-based language models and the human brain",
    "authors": [
      "Mariya Kumar",
      "et al."
    ],
    "year": "2024",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/ncomms/",
    "abstract_snippet": "Transformer LM functional specialization maps to brain during naturalistic listening.",
    "source_hop": 2,
    "relevance_reason": "LLM-brain alignment during natural language",
    "priority": "high"
  },
  {
    "title": "Occipital-temporal cortical tuning to semantic and affective features of natural images predicts associated behavioral responses",
    "authors": [
      "Huth lab"
    ],
    "year": "2024",
    "venue": "Nature Communications",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/ncomms/",
    "abstract_snippet": "Semantic+affective tuning of occipitotemporal cortex to natural images.",
    "source_hop": 2,
    "relevance_reason": "Huth lab natural image cortical tuning",
    "priority": "high"
  },
  {
    "title": "Crafting Interpretable Embeddings for Language Neuroscience by Asking LLMs Questions",
    "authors": [
      "Huth lab"
    ],
    "year": "2024",
    "venue": "NeurIPS",
    "doi": null,
    "pmid": null,
    "url": "https://openreview.net/",
    "abstract_snippet": "Interpretable embeddings via QA from LLMs; predicts fMRI and ECoG.",
    "source_hop": 2,
    "relevance_reason": "Novel interpretable encoding of naturalistic language",
    "priority": "high"
  },
  {
    "title": "The language network reliably tracks naturalistic meaningful non-verbal stimuli",
    "authors": [
      "Sueoka",
      "Paunov",
      "Blank",
      "Tanner",
      "Ivanova",
      "Fedorenko"
    ],
    "year": "2024",
    "venue": "(Fedorenko lab)",
    "doi": null,
    "pmid": null,
    "url": "https://www.evlab.mit.edu/papers",
    "abstract_snippet": "Language network tracks meaningful non-verbal stimuli during naturalistic paradigms.",
    "source_hop": 2,
    "relevance_reason": "Fedorenko lab naturalistic language/non-verbal tracking",
    "priority": "high"
  },
  {
    "title": "Altered neural response to social awkwardness in schizophrenia spectrum disorders",
    "authors": null,
    "year": "2024",
    "venue": "Social Cognitive and Affective Neuroscience",
    "doi": "10.1093/scan/nsae094",
    "pmid": null,
    "url": "https://academic.oup.com/scan/article/19/1/nsae094/7919253",
    "abstract_snippet": "The Office clips; mPFC tracks awkwardness less in SSD; reduced ToM network FC linked to psychotic experiences.",
    "source_hop": 2,
    "relevance_reason": "Naturalistic social cognition fMRI in schizophrenia",
    "priority": "high"
  },
  {
    "title": "Movie-watching evokes ripple-like activity within events and at event boundaries",
    "authors": [
      "Silva",
      "Wu",
      "Sabio",
      "Baldassano",
      "et al."
    ],
    "year": "2025",
    "venue": "Nature Communications",
    "doi": "10.1038/s41467-025-60788-0",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41467-025-60788-0",
    "abstract_snippet": "Ten epilepsy patients iEEG during movie; hippocampal ripples at event boundaries; cortical ripples within events predict memory.",
    "source_hop": 3,
    "relevance_reason": "iEEG ripples during movie watching",
    "priority": "high"
  },
  {
    "title": "Autonomic physiological coupling of the global fMRI signal",
    "authors": null,
    "year": "2025",
    "venue": "Nature Neuroscience",
    "doi": "10.1038/s41593-025-01945-y",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41593-025-01945-y",
    "abstract_snippet": "Global fMRI signal coupling with autonomic physiology.",
    "source_hop": 3,
    "relevance_reason": "Important for naturalistic fMRI interpretation",
    "priority": "medium"
  },
  {
    "title": "Emergence of a temporal processing gradient from naturalistic inputs and network connectivity",
    "authors": null,
    "year": "2025",
    "venue": "PNAS",
    "doi": "10.1073/pnas.2420105122",
    "pmid": null,
    "url": "https://www.pnas.org/doi/10.1073/pnas.2420105122",
    "abstract_snippet": "Temporal processing gradient in networks during naturalistic narratives; matches human brain dynamics.",
    "source_hop": 3,
    "relevance_reason": "Naturalistic temporal processing modeling",
    "priority": "high"
  },
  {
    "title": "Naturalistic acute pain states decoded from neural and facial dynamics",
    "authors": null,
    "year": "2025",
    "venue": "Nature Communications",
    "doi": "10.1038/s41467-025-59756-5",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41467-025-59756-5",
    "abstract_snippet": "Twelve epilepsy patients; iEEG+facial decoding of naturalistic pain; mesolimbic, thalamic, temporoparietal cortex.",
    "source_hop": 3,
    "relevance_reason": "Naturalistic pain decoding",
    "priority": "high"
  },
  {
    "title": "Basic stimulus processing alterations from top-down cognitive control in depression drive independent temporal components of multi-echo naturalistic fMRI data",
    "authors": null,
    "year": "2025",
    "venue": "Translational Psychiatry",
    "doi": "10.1038/s41398-025-03386-4",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41398-025-03386-4",
    "abstract_snippet": "Multi-echo naturalistic fMRI; depression effects on stimulus processing and top-down control.",
    "source_hop": 3,
    "relevance_reason": "Depression x naturalistic fMRI multi-echo",
    "priority": "high"
  },
  {
    "title": "An fMRI-informed EEG model of the amygdala is associated with salience network dynamics during naturalistic emotional stimulation",
    "authors": null,
    "year": "2025",
    "venue": "Molecular Psychiatry",
    "doi": "10.1038/s41380-025-03418-x",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41380-025-03418-x",
    "abstract_snippet": "EEG-fMRI in 71 participants during emotional video/music; amygdala-derived EEG signature tracks salience network.",
    "source_hop": 3,
    "relevance_reason": "Simultaneous EEG-fMRI naturalistic emotion",
    "priority": "high"
  },
  {
    "title": "Emo-FilM: A multimodal dataset for affective neuroscience using naturalistic stimuli",
    "authors": null,
    "year": "2025",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-025-04803-5",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-025-04803-5",
    "abstract_snippet": "14 short films, 2.5h total; 44 raters; fMRI + physiology from 30; 50 emotion annotations.",
    "source_hop": 3,
    "relevance_reason": "Rich affective naturalistic neuroimaging dataset",
    "priority": "high"
  },
  {
    "title": "Lights, Camera, Emotion: REELMO 1060 Hours of Affective Reports to Explore Emotions in Naturalistic Contexts",
    "authors": null,
    "year": "2025",
    "venue": "(PMC article)",
    "doi": null,
    "pmid": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12081935/",
    "abstract_snippet": "1060h of affective reports from 161 viewers; 60 full-length movies; 20 affective states.",
    "source_hop": 3,
    "relevance_reason": "Large affective naturalistic behavioral dataset complementing fMRI",
    "priority": "medium"
  },
  {
    "title": "Dynamic brain connectivity predicts emotional arousal during naturalistic movie-watching",
    "authors": null,
    "year": "2024",
    "venue": "PLOS Computational Biology",
    "doi": "10.1371/journal.pcbi.1012994",
    "pmid": null,
    "url": "https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1012994",
    "abstract_snippet": "Dynamic FC predicts emotional arousal during movies; generalizes across datasets.",
    "source_hop": 3,
    "relevance_reason": "Emotional arousal from dynamic FC in naturalistic movies",
    "priority": "high"
  },
  {
    "title": "Multimodal single-neuron, intracranial EEG, and fMRI brain responses during movie watching in human patients",
    "authors": null,
    "year": "2024",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-024-03029-1",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-024-03029-1",
    "abstract_snippet": "Single-neuron + iEEG + fMRI during movie watching in patients.",
    "source_hop": 3,
    "relevance_reason": "Unique multimodal naturalistic movie dataset",
    "priority": "high"
  },
  {
    "title": "Dense Amygdala: Extensive Complex-valued Functional MRI of the Ventral and Medial Temporal Lobe during Passive Movie Watching in Three Individuals",
    "authors": null,
    "year": "2026",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-026-07065-x",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-026-07065-x",
    "abstract_snippet": "Dense complex-valued fMRI of MTL during passive movie watching; three individuals.",
    "source_hop": 3,
    "relevance_reason": "Ultra-dense MTL naturalistic fMRI dataset",
    "priority": "high"
  },
  {
    "title": "The biological role of local and global fMRI BOLD signal variability in multiscale human brain organization",
    "authors": null,
    "year": "2026",
    "venue": "Nature Communications",
    "doi": "10.1038/s41467-026-68700-0",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41467-026-68700-0",
    "abstract_snippet": "Local/global BOLD variability in multiscale brain organization; naturalistic stimulation context.",
    "source_hop": 3,
    "relevance_reason": "BOLD variability during naturalistic stimulation",
    "priority": "medium"
  },
  {
    "title": "CNeuroMod-THINGS, a densely-sampled fMRI dataset for visual neuroscience",
    "authors": [
      "Courtois NeuroMod consortium"
    ],
    "year": "2026",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-026-06591-y",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-026-06591-y",
    "abstract_snippet": "Dense fMRI THINGS dataset from Courtois NeuroMod project.",
    "source_hop": 3,
    "relevance_reason": "Courtois NeuroMod dense visual naturalistic fMRI",
    "priority": "high"
  },
  {
    "title": "Integrating EEG and fMRI in naturalistic paradigms: Advances in understanding mental disorders-a decade study in review (2014-2024)",
    "authors": null,
    "year": "2025",
    "venue": "International Review of Psychiatry",
    "doi": "10.1080/19585969.2025.2579280",
    "pmid": null,
    "url": "https://www.tandfonline.com/doi/full/10.1080/19585969.2025.2579280",
    "abstract_snippet": "Decade review of naturalistic EEG+fMRI for mental disorders.",
    "source_hop": 3,
    "relevance_reason": "Important recent review of naturalistic EEG+fMRI",
    "priority": "high"
  },
  {
    "title": "Taking consciousness for real: Increasing the ecological validity of the study of conscious vs. unconscious processes",
    "authors": [
      "Liad Mudrik"
    ],
    "year": "2024",
    "venue": "Neuron",
    "doi": null,
    "pmid": "38653247",
    "url": "https://pubmed.ncbi.nlm.nih.gov/38653247/",
    "abstract_snippet": "Mudrik call for ecologically valid consciousness studies including naturalistic movies in DOC patients.",
    "source_hop": 4,
    "relevance_reason": "Naturalistic paradigms in consciousness research",
    "priority": "high"
  },
  {
    "title": "Adversarial testing of global neuronal workspace and integrated information theories of consciousness",
    "authors": [
      "Mudrik consortium"
    ],
    "year": "2025",
    "venue": "Nature",
    "doi": null,
    "pmid": null,
    "url": "https://www.nature.com/",
    "abstract_snippet": "Cogitate collaboration adversarial test of GNW vs IIT.",
    "source_hop": 4,
    "relevance_reason": "Consciousness theory testing with naturalistic stimuli",
    "priority": "medium"
  },
  {
    "title": "Functional neuroimaging in disorders of consciousness: towards clinical implementation",
    "authors": null,
    "year": "2025",
    "venue": "Brain",
    "doi": "10.1093/brain/awaf036",
    "pmid": "39997570",
    "url": "https://academic.oup.com/brain/article/148/7/2283/8042105",
    "abstract_snippet": "Clinical implementation review of naturalistic paradigms for DOC patients.",
    "source_hop": 4,
    "relevance_reason": "Clinical naturalistic neuroimaging for DOC",
    "priority": "high"
  },
  {
    "title": "Improving Multimodal Brain Encoding Model with Dynamic Subject-awareness Routing (AFIRE/MIND)",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2510.04670",
    "abstract_snippet": "AFIRE framework with MIND MoE decoder; subject-aware dynamic gating; whole-brain prediction.",
    "source_hop": 5,
    "relevance_reason": "Multimodal naturalistic fMRI encoding with MoE",
    "priority": "high"
  },
  {
    "title": "Deep Neural Encoder-Decoder Model to Relate fMRI Brain Activity with Naturalistic Stimuli",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.12009",
    "abstract_snippet": "End-to-end encoder-decoder with temporal conv; naturalistic stimuli.",
    "source_hop": 5,
    "relevance_reason": "Naturalistic fMRI encoder-decoder DL",
    "priority": "high"
  },
  {
    "title": "A Multimodal Seq2Seq Transformer for Predicting Brain Responses to Naturalistic Stimuli",
    "authors": [
      "He",
      "Leong"
    ],
    "year": "2025",
    "venue": "arXiv (Algonauts 2025)",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.18104",
    "abstract_snippet": "Algonauts 2025 seq2seq transformer; visual+auditory+language autoregressive fMRI prediction.",
    "source_hop": 5,
    "relevance_reason": "Algonauts 2025 submission naturalistic fMRI",
    "priority": "high"
  },
  {
    "title": "TRIBE: TRImodal Brain Encoder for whole-brain fMRI response prediction",
    "authors": [
      "Stéphane d'Ascoli",
      "Meta FAIR team"
    ],
    "year": "2025",
    "venue": "arXiv (Algonauts 2025 winner)",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.22229",
    "abstract_snippet": "1st place Algonauts 2025 (263 teams); trimodal encoder text+audio+video; Courtois NeuroMod 80h training.",
    "source_hop": 5,
    "relevance_reason": "Algonauts 2025 winner for naturalistic fMRI prediction",
    "priority": "high"
  },
  {
    "title": "VIBE: Video-Input Brain Encoder for fMRI Response Modeling",
    "authors": [
      "NCG team",
      "MPI CBS"
    ],
    "year": "2025",
    "venue": "arXiv (Algonauts 2025 2nd place)",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.17958",
    "abstract_snippet": "2nd place Algonauts 2025; modality fusion transformer + prediction transformer.",
    "source_hop": 5,
    "relevance_reason": "Algonauts 2025 2nd place naturalistic fMRI",
    "priority": "high"
  },
  {
    "title": "Multimodal Recurrent Ensembles for Predicting Brain Responses to Naturalistic Movies (Algonauts 2025)",
    "authors": [
      "Eren",
      "et al."
    ],
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.17897",
    "abstract_snippet": "3rd place Algonauts 2025; hierarchical multimodal recurrent ensemble; Pearson r=0.2094.",
    "source_hop": 5,
    "relevance_reason": "Algonauts 2025 3rd place naturalistic fMRI",
    "priority": "high"
  },
  {
    "title": "Insights from the Algonauts 2025 Winners",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2508.10784",
    "abstract_snippet": "Summary paper reviewing winning methods and insights from Algonauts 2025 challenge.",
    "source_hop": 5,
    "relevance_reason": "Overview of Algonauts 2025 methods",
    "priority": "high"
  },
  {
    "title": "The ISLab Solution to the Algonauts Challenge 2025: A Multimodal Deep Learning Approach",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2508.06499",
    "abstract_snippet": "ISLab multimodal DL approach for Algonauts 2025 brain response prediction.",
    "source_hop": 5,
    "relevance_reason": "Algonauts 2025 submission",
    "priority": "medium"
  },
  {
    "title": "Multi-modal brain encoding models for multi-modal stimuli",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2505.20027",
    "abstract_snippet": "Multi-modal encoding for multi-modal naturalistic stimuli.",
    "source_hop": 5,
    "relevance_reason": "Multimodal naturalistic encoding",
    "priority": "medium"
  },
  {
    "title": "BrainVista: Modeling Naturalistic Brain Dynamics as Multimodal Next-Token Prediction",
    "authors": null,
    "year": "2026",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2602.04512",
    "abstract_snippet": "Multimodal autoregressive brain dynamics; Network-wise Tokenizers; Stimulus-to-Brain masking.",
    "source_hop": 5,
    "relevance_reason": "Novel naturalistic brain dynamics model",
    "priority": "high"
  },
  {
    "title": "Estimating Brain Activity with High Spatial and Temporal Resolution using a Naturalistic MEG-fMRI Encoding Model",
    "authors": null,
    "year": "2025",
    "venue": "arXiv / NeurIPS 2025",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2510.09415",
    "abstract_snippet": "Joint MEG-fMRI naturalistic encoding with sliding-window self-attention.",
    "source_hop": 5,
    "relevance_reason": "High spatiotemporal-resolution naturalistic encoding",
    "priority": "high"
  },
  {
    "title": "CineBrain: A Large-Scale Multi-Modal Brain Dataset During Naturalistic Audiovisual Narrative Processing",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2503.06940",
    "abstract_snippet": "Simultaneous EEG+fMRI during The Big Bang Theory viewing; ~6h per participant, 6 participants.",
    "source_hop": 5,
    "relevance_reason": "First large-scale simultaneous EEG+fMRI naturalistic narrative dataset",
    "priority": "high"
  },
  {
    "title": "Brain Treebank: Large-scale intracranial recordings from naturalistic language stimuli",
    "authors": null,
    "year": "2024",
    "venue": "NeurIPS 2024 Datasets and Benchmarks",
    "doi": null,
    "pmid": null,
    "url": "https://proceedings.neurips.cc/paper_files/paper/2024/file/aefa2385b3f33abf1526ae4e2c208cd9-Paper-Datasets_and_Benchmarks_Track.pdf",
    "abstract_snippet": "10 subjects, 223,068 annotated words while watching Hollywood films; 1,688 electrodes.",
    "source_hop": 5,
    "relevance_reason": "Large iEEG dataset with naturalistic movies",
    "priority": "high"
  },
  {
    "title": "fMRI predictors based on language models of increasing complexity recover brain left lateralization",
    "authors": null,
    "year": "2024",
    "venue": "NeurIPS 2024 poster",
    "doi": null,
    "pmid": null,
    "url": "https://neurips.cc/virtual/2024/poster/94784",
    "abstract_snippet": "28 pretrained LLMs from 124M to 14.2B parameters; fMRI left-lateralization analysis.",
    "source_hop": 5,
    "relevance_reason": "LLM scaling effects on brain encoding",
    "priority": "high"
  },
  {
    "title": "Brain-Inspired fMRI-to-Text Decoding via Incremental and Wrap-Up Language Modeling",
    "authors": null,
    "year": "2025",
    "venue": "NeurIPS 2025 poster",
    "doi": null,
    "pmid": null,
    "url": "https://neurips.cc/virtual/2025/poster/118038",
    "abstract_snippet": "Sequential fMRI-to-text decoding mimicking segmented/inductive language processing.",
    "source_hop": 5,
    "relevance_reason": "Novel fMRI-to-text decoding paradigm",
    "priority": "high"
  },
  {
    "title": "Predicting Brain Responses To Natural Movies With Multimodal LLMs",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.19956",
    "abstract_snippet": "Multimodal LLM-based prediction of fMRI to natural movies.",
    "source_hop": 5,
    "relevance_reason": "MLLM naturalistic movie fMRI prediction",
    "priority": "high"
  },
  {
    "title": "Probing Multimodal Fusion in the Brain: The Dominance of Audiovisual Streams in Naturalistic Encoding",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2507.19052",
    "abstract_snippet": "Audiovisual stream dominance in naturalistic encoding models.",
    "source_hop": 5,
    "relevance_reason": "Multimodal fusion analysis in naturalistic encoding",
    "priority": "medium"
  },
  {
    "title": "Uncovering Brain-Like Hierarchical Patterns in Vision-Language Models through fMRI-Based Neural Encoding",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2510.16870",
    "abstract_snippet": "Neuron-level fMRI encoding analysis of VLM hierarchies during naturalistic multimodal stimuli.",
    "source_hop": 5,
    "relevance_reason": "VLM-brain hierarchical alignment",
    "priority": "medium"
  },
  {
    "title": "The One Where They Brain-Tune for Social Cognition: Multi-Modal Brain-Tuning on Friends",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/abs/2511.07988",
    "abstract_snippet": "Brain-tuning multimodal models using Friends naturalistic fMRI data.",
    "source_hop": 5,
    "relevance_reason": "Brain-tuning on Courtois NeuroMod Friends",
    "priority": "high"
  },
  {
    "title": "A benchmark of individual auto-regressive models in a massive fMRI dataset",
    "authors": null,
    "year": "2025",
    "venue": "PMC / arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12272179/",
    "abstract_snippet": "Benchmark of individual autoregressive models on Courtois NeuroMod.",
    "source_hop": 5,
    "relevance_reason": "Individual-level naturalistic fMRI benchmark",
    "priority": "medium"
  },
  {
    "title": "Arrow of Time: an intensive fMRI dataset of whole-brain responses to brief naturalistic videos",
    "authors": [
      "Zhang",
      "et al."
    ],
    "year": "2025",
    "venue": "CCN 2025",
    "doi": null,
    "pmid": null,
    "url": "https://2025.ccneuro.org/abstract_pdf/Zhang_2025_Arrow_Time_intensive_fMRI_dataset_brain.pdf",
    "abstract_snippet": "7T fMRI dataset of 2.5s naturalistic video clips; up to 2000 clips across up to 15 sessions.",
    "source_hop": 5,
    "relevance_reason": "Ultra-dense short naturalistic video fMRI dataset",
    "priority": "high"
  },
  {
    "title": "A multimodal encoding model for predicting human brain responses",
    "authors": [
      "Fokin",
      "et al."
    ],
    "year": "2025",
    "venue": "CCN 2025",
    "doi": null,
    "pmid": null,
    "url": "https://2025.ccneuro.org/abstract_pdf/Fokin_2025_A_multimodal_encoding_model_predicting_human.pdf",
    "abstract_snippet": "Multimodal fMRI encoding using V-JEPA2/Whisper/Llama/InternVL3/Qwen2.5-Omni features.",
    "source_hop": 5,
    "relevance_reason": "Multimodal naturalistic encoding at CCN 2025",
    "priority": "medium"
  },
  {
    "title": "Cross-Subject Brain Decoding for Naturalistic Movie Reconstruction",
    "authors": [
      "Jeong",
      "et al."
    ],
    "year": "2025",
    "venue": "CCN 2025",
    "doi": null,
    "pmid": null,
    "url": "https://2025.ccneuro.org/abstract_pdf/Jeong_2025_Cross-Subject_Brain_Decoding__Naturalistic_Movie.pdf",
    "abstract_snippet": "Cross-subject naturalistic movie reconstruction from brain activity.",
    "source_hop": 5,
    "relevance_reason": "Cross-subject naturalistic decoding",
    "priority": "medium"
  },
  {
    "title": "Toward Real-World Emotion Decoding: A Transformer-Based approach",
    "authors": [
      "Kim",
      "et al."
    ],
    "year": "2025",
    "venue": "CCN 2025",
    "doi": null,
    "pmid": null,
    "url": "https://2025.ccneuro.org/abstract_pdf/Kim_2025_Toward_Real-World_Emotion_Decoding_A_Transformer-Based.pdf",
    "abstract_snippet": "Transformer emotion decoding from naturalistic stimuli.",
    "source_hop": 5,
    "relevance_reason": "Transformer-based naturalistic emotion decoding",
    "priority": "medium"
  },
  {
    "title": "CNeuroMod Data Collection Complete: 200h of individual fMRI Across four subjects",
    "authors": [
      "Boyle",
      "et al."
    ],
    "year": "2025",
    "venue": "CCN 2025",
    "doi": null,
    "pmid": null,
    "url": "https://2025.ccneuro.org/abstract_pdf/Boyle_2025_CNeuroMod_Data_Collection_Complete_200h_individual.pdf",
    "abstract_snippet": "Completion of Courtois NeuroMod 200h individual fMRI collection.",
    "source_hop": 5,
    "relevance_reason": "Milestone dataset announcement",
    "priority": "high"
  },
  {
    "title": "Differences in dynamic functional connectivity between naturalistic music listening and rest in preadolescents",
    "authors": null,
    "year": "2025",
    "venue": "Frontiers in Human Neuroscience",
    "doi": "10.3389/fnhum.2025.1651074",
    "pmid": null,
    "url": "https://www.frontiersin.org/journals/human-neuroscience/articles/10.3389/fnhum.2025.1651074/full",
    "abstract_snippet": "LEiDA dynamic FC analysis during naturalistic music listening in preadolescents.",
    "source_hop": 3,
    "relevance_reason": "Dynamic FC during naturalistic music listening",
    "priority": "medium"
  },
  {
    "title": "Decoding Music-Evoked Valence and Arousal: Unraveling the Neural Correlates of Naturalistic Music Characteristics through fMRI",
    "authors": null,
    "year": "2024",
    "venue": "bioRxiv",
    "doi": "10.1101/2024.02.27.582309",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2024.02.27.582309v1",
    "abstract_snippet": "Decoding valence/arousal from naturalistic music fMRI.",
    "source_hop": 1,
    "relevance_reason": "Naturalistic music emotion decoding",
    "priority": "medium"
  },
  {
    "title": "How movies move us – movie preferences are linked to differences in neuronal emotion processing of fear and anger",
    "authors": null,
    "year": "2024",
    "venue": "Frontiers in Behavioral Neuroscience",
    "doi": "10.3389/fnbeh.2024.1396811",
    "pmid": null,
    "url": "https://www.frontiersin.org/journals/behavioral-neuroscience/articles/10.3389/fnbeh.2024.1396811/full",
    "abstract_snippet": "Movie preference correlates with fear/anger emotion processing differences.",
    "source_hop": 3,
    "relevance_reason": "Individual differences in naturalistic emotion processing",
    "priority": "medium"
  },
  {
    "title": "Brain connectivity predicts depression and functional outcomes from naturalistic fMRI (Morfini et al.)",
    "authors": [
      "Morfini",
      "et al."
    ],
    "year": "2025",
    "venue": "Imaging Neuroscience",
    "doi": null,
    "pmid": null,
    "url": "https://cdasr.mclean.harvard.edu/wp-content/uploads/2025/09/Morfini_IN25_withSuppl.pdf",
    "abstract_snippet": "Brain FC predicts depression from naturalistic fMRI.",
    "source_hop": 3,
    "relevance_reason": "Depression prediction from naturalistic fMRI",
    "priority": "medium"
  },
  {
    "title": "Precision fMRI reveals densely interdigitated network organization (Aly lab)",
    "authors": [
      "Aly lab"
    ],
    "year": "2025",
    "venue": "bioRxiv",
    "doi": "10.1101/2025.07.24.666468",
    "pmid": null,
    "url": "https://www.biorxiv.org/content/10.1101/2025.07.24.666468v1.full.pdf",
    "abstract_snippet": "Precision fMRI interdigitated network organization during naturalistic tasks.",
    "source_hop": 2,
    "relevance_reason": "Aly lab precision naturalistic fMRI",
    "priority": "medium"
  },
  {
    "title": "A naturalistic fMRI dataset in response to public speaking",
    "authors": null,
    "year": "2025",
    "venue": "eLife / PMC",
    "doi": null,
    "pmid": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12009387/",
    "abstract_snippet": "Naturalistic fMRI dataset of public speaking.",
    "source_hop": 3,
    "relevance_reason": "Novel social naturalistic fMRI dataset",
    "priority": "high"
  },
  {
    "title": "Naturalistic Outcomes with fMRI-Guided and Non-fMRI-Guided Accelerated TMS for Depression",
    "authors": null,
    "year": "2025",
    "venue": "medRxiv",
    "doi": "10.1101/2025.09.03.25334813",
    "pmid": null,
    "url": "https://www.medrxiv.org/content/10.1101/2025.09.03.25334813v1.full",
    "abstract_snippet": "fMRI-guided naturalistic TMS outcomes for depression.",
    "source_hop": 3,
    "relevance_reason": "Clinical application of fMRI-guided naturalistic protocols",
    "priority": "medium"
  },
  {
    "title": "Revamping neuroimaging analysis to reveal biomarkers of adolescent mental health",
    "authors": null,
    "year": "2026",
    "venue": "Nature Mental Health",
    "doi": "10.1038/s44220-026-00610-y",
    "pmid": null,
    "url": "https://www.nature.com/articles/s44220-026-00610-y",
    "abstract_snippet": "Adolescent mental health naturalistic neuroimaging analysis; hyperalignment context.",
    "source_hop": 3,
    "relevance_reason": "Naturalistic methods for adolescent mental health",
    "priority": "medium"
  },
  {
    "title": "Meta TRIBE v2: A Brain Encoding Model That Predicts fMRI Responses Across Video, Audio, and Text Stimuli",
    "authors": [
      "Meta FAIR"
    ],
    "year": "2026",
    "venue": "Meta blog / arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://www.marktechpost.com/2026/03/26/meta-releases-tribe-v2-a-brain-encoding-model-that-predicts-fmri-responses-across-video-audio-and-text-stimuli/",
    "abstract_snippet": "TRIBE v2 update from Meta FAIR for naturalistic fMRI prediction.",
    "source_hop": 5,
    "relevance_reason": "Updated TRIBE model",
    "priority": "medium"
  },
  {
    "title": "Le Petit Prince (LPP) multi-talker: Naturalistic 7 T fMRI and EEG dataset",
    "authors": null,
    "year": "2025",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-025-05158-7",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-025-05158-7",
    "abstract_snippet": "Published version of LPP multi-talker 7T naturalistic fMRI+EEG dataset.",
    "source_hop": 3,
    "relevance_reason": "Published Scientific Data version of LPP multi-talker",
    "priority": "high"
  },
  {
    "title": "Developmental organization of neural dynamics supporting social processing: Evidence from naturalistic fMRI in children and adults",
    "authors": null,
    "year": "2026",
    "venue": "Developmental Cognitive Neuroscience",
    "doi": "10.1016/j.dcn.2026.101621",
    "pmid": null,
    "url": "https://www.sciencedirect.com/science/article/pii/S1878929326000022",
    "abstract_snippet": "Passive viewing of Partly Cloudy in children vs adults; salience-filtering state development.",
    "source_hop": 3,
    "relevance_reason": "Developmental naturalistic fMRI social processing",
    "priority": "high"
  },
  {
    "title": "The Podcast ECoG dataset for modeling neural activity during natural language comprehension",
    "authors": null,
    "year": "2025",
    "venue": "Scientific Data",
    "doi": "10.1038/s41597-025-05462-2",
    "pmid": null,
    "url": "https://www.nature.com/articles/s41597-025-05462-2",
    "abstract_snippet": "9 ECoG participants with 1,330 electrodes during 30-min podcast.",
    "source_hop": 3,
    "relevance_reason": "Complementary ECoG dataset to naturalistic fMRI literature",
    "priority": "medium"
  },
  {
    "title": "Reassessing prediction in the brain: Pre-onset neural encoding during natural listening does not reflect pre-activation",
    "authors": null,
    "year": "2025",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/html/2412.19622v2",
    "abstract_snippet": "Cross-modal (MEG, ECoG, fMRI) assessment of predictive processing in naturalistic listening.",
    "source_hop": 5,
    "relevance_reason": "Prediction during naturalistic comprehension",
    "priority": "medium"
  },
  {
    "title": "Evaluating scientific theories as predictive models in language neuroscience",
    "authors": null,
    "year": "2025",
    "venue": "PNAS / PMC",
    "doi": null,
    "pmid": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12363820/",
    "abstract_snippet": "QA encoding model with 35 questions outperforms baselines; Podcasts dataset.",
    "source_hop": 3,
    "relevance_reason": "Theory-testing via naturalistic encoding",
    "priority": "high"
  },
  {
    "title": "Naturalistic Stimuli in Affective Neuroimaging: A Review",
    "authors": null,
    "year": "2021",
    "venue": "Frontiers in Human Neuroscience",
    "doi": "10.3389/fnhum.2021.675068",
    "pmid": null,
    "url": "https://www.frontiersin.org/journals/human-neuroscience/articles/10.3389/fnhum.2021.675068/full",
    "abstract_snippet": "Comprehensive review of naturalistic stimuli use in affective neuroimaging.",
    "source_hop": 3,
    "relevance_reason": "Foundational review (2021) of naturalistic affective neuroimaging",
    "priority": "medium"
  },
  {
    "title": "Intersubject correlation as a predictor of attention: a systematic review",
    "authors": null,
    "year": "2025",
    "venue": "BMC Psychology",
    "doi": "10.1186/s40359-025-02879-7",
    "pmid": null,
    "url": "https://link.springer.com/article/10.1186/s40359-025-02879-7",
    "abstract_snippet": "Meta-analysis of 14 ISC-attention studies; r=0.65 positive correlation.",
    "source_hop": 3,
    "relevance_reason": "Systematic review of ISC-attention literature",
    "priority": "medium"
  },
  {
    "title": "Generative language reconstruction from brain recordings",
    "authors": null,
    "year": "2025",
    "venue": "Communications Biology",
    "doi": "10.1038/s42003-025-07731-7",
    "pmid": null,
    "url": "https://www.nature.com/articles/s42003-025-07731-7",
    "abstract_snippet": "Auto-regressive generation from fMRI representations for language reconstruction.",
    "source_hop": 3,
    "relevance_reason": "Language decoding from naturalistic fMRI",
    "priority": "medium"
  },
  {
    "title": "Scaling laws for language encoding models in fMRI",
    "authors": null,
    "year": "2024",
    "venue": "PMC (NeurIPS)",
    "doi": null,
    "pmid": null,
    "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC11258918/",
    "abstract_snippet": "Log-linear scaling of fMRI brain prediction from 125M to 30B parameter LLMs; naturalistic speech.",
    "source_hop": 5,
    "relevance_reason": "Scaling laws for naturalistic fMRI encoding",
    "priority": "high"
  },
  {
    "title": "Unified Multimodal Brain Decoding via Cross-Subject Soft-ROI Fusion",
    "authors": [
      "Xuanyu Hu",
      "et al."
    ],
    "year": "2026",
    "venue": "arXiv",
    "doi": null,
    "pmid": null,
    "url": "https://arxiv.org/pdf/2512.20249",
    "abstract_snippet": "Unified multimodal brain decoding with cross-subject soft-ROI fusion.",
    "source_hop": 5,
    "relevance_reason": "Cross-subject unified decoding",
    "priority": "medium"
  }
]