AgenticSTS/CITATION.cff at main · AlayaLab/AgenticSTS · GitHub

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# Citation File Format (CFF) 1.2.0
# https://citation-file-format.github.io/

cff-version: 1.2.0
message: >-
  If you use this software or the released trajectory archive, please cite
  the accompanying paper.

title: "AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents"
abstract: >-
  AgenticSTS is a long-horizon LLM-agent testbed in Slay the Spire 2,
  built on a per-decision typed retrieval memory contract. The released
  archive contains 298 game trajectories with condition tags,
  SHA-anchored L4/L5 memory snapshots, prompt records, and reproducibility
  scripts. In a fixed-A0 ablation, adding the triggered L5 skill layer
  changes the observed success rate from 3/10 to 6/10; at this sample size
  the comparison is directional rather than statistically decisive. A
  cross-backbone probe and public accumulating-context baselines are
  reported as operational comparisons, not matched ablations of the contract.
type: software
authors:
  - given-names: Xiangchen
    family-names: Cheng
    affiliation: "Alaya Studio, Shanda AI Research; Shanghai Jiao Tong University"
  - given-names: Yunwei
    family-names: Jiang
    affiliation: "Shanghai Jiao Tong University; Shanghai Innovation Institute"
  - given-names: Jianwen
    family-names: Sun
    affiliation: "Alaya Studio, Shanda AI Research; Shanghai Innovation Institute; Nankai University"
  - given-names: Zizhen
    family-names: Li
    affiliation: "Alaya Studio, Shanda AI Research; Shanghai Innovation Institute; Nankai University"
  - given-names: Chuanhao
    family-names: Li
    affiliation: "Alaya Studio, Shanda AI Research"
  - given-names: Xiangcheng
    family-names: Cao
    affiliation: "Alaya Studio, Shanda AI Research"
  - given-names: Yihao
    family-names: Liu
    affiliation: "Alaya Studio, Shanda AI Research"
  - given-names: Fanrui
    family-names: Zhang
    affiliation: "Shanghai Innovation Institute; University of Science and Technology of China"
  - given-names: Li
    family-names: Jin
    affiliation: "Shanghai Jiao Tong University"
  - given-names: Kaipeng
    family-names: Zhang
    affiliation: "Alaya Studio, Shanda AI Research"
    email: kaipeng.zhang@shanda.com
keywords:
  - llm-agents
  - long-horizon-reasoning
  - bounded-memory
  - typed-retrieval
  - skill-libraries
  - slay-the-spire
  - reproducibility
license: Apache-2.0
url: "https://github.com/AlayaLab/AgenticSTS"
repository-code: "https://github.com/AlayaLab/AgenticSTS"
identifiers:
  - type: other
    value: "arXiv:2607.02255"
    description: "arXiv preprint"
preferred-citation:
  type: conference-paper
  title: "AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents"
  collection-title: "EMNLP 2026 ARR (under review)"
  url: "https://arxiv.org/abs/2607.02255"
  year: 2026
  authors:
    - given-names: Xiangchen
      family-names: Cheng
    - given-names: Yunwei
      family-names: Jiang
    - given-names: Jianwen
      family-names: Sun
    - given-names: Zizhen
      family-names: Li
    - given-names: Chuanhao
      family-names: Li
    - given-names: Xiangcheng
      family-names: Cao
    - given-names: Yihao
      family-names: Liu
    - given-names: Fanrui
      family-names: Zhang
    - given-names: Li
      family-names: Jin
    - given-names: Kaipeng
      family-names: Zhang