AutoML-Freiburg-Hannover

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195 repositories

HyperSHAP
Public
HyperSHAP is a holistic framework for explaining hyperparameter optimization based on Shapley values and interactions.
Python
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BSD 3-Clause "New" or "Revised" License
•1•9•5•0•Updated Nov 14, 2025Nov 14, 2025
CARL
Public
Benchmarking RL generalization in an interpretable way.
reinforcement-learning generalization
Python
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Apache License 2.0
•17•168•15•1•Updated Nov 14, 2025Nov 14, 2025
hypersweeper
Public
Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.
Python
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Other
•6•14•5•0•Updated Nov 14, 2025Nov 14, 2025
neps
Public
Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.
deep-learning hyperparameter-optimization automl neural-architecture-search neural-pipeline-search
Python
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Apache License 2.0
•19•77•15•6•Updated Nov 14, 2025Nov 14, 2025
TFM-Playground
Public
A Playground for Tabular Foundation Models
Python
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Apache License 2.0
•12•38•0•5•Updated Nov 13, 2025Nov 13, 2025
SMAC3
Public
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
random-forest configuration hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning hyperparameter-search bayesian-optimisation gaussian-process
Python
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Other
•240•1.2k•105•18•Updated Nov 13, 2025Nov 13, 2025
hposuite
Public
A lightweight framework for benchmarking HPO algorithms
benchmarking machine-learning optimization hyperparameter-optimization hpo automl automated-machine-learning
Python
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BSD 3-Clause "New" or "Revised" License
•0•3•6•1•Updated Nov 12, 2025Nov 12, 2025
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•4•26•22•0•Updated Nov 12, 2025Nov 12, 2025
diverse-codegen-pipeline
Public
HTML
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MIT License
•0•0•0•0•Updated Nov 12, 2025Nov 12, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•17•51•5•Updated Nov 11, 2025Nov 11, 2025
DeepCAVE
Public
An interactive framework to visualize and analyze your AutoML process in real-time.
visualization real-time analysis interactive hyperparameters automl sampling-bias iml hyperparameter-importance
Python
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Apache License 2.0
•13•90•52•0•Updated Nov 10, 2025Nov 10, 2025
TempoPFN
Public
TempoPFN: Zero-shot Time Series Forecasting (accepted at EurIPS 2025 AI for Tabular Data Workshop)
timeseries time-series forecasting synthetic-data synthetic-dataset-generation time-series-forecasting timeseries-forecasting foundation-models
Python
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Apache License 2.0
•0•27•1•0•Updated Nov 10, 2025Nov 10, 2025
nanoTabPFN
Public
Lightweight and educational reimplementation of TabPFN
Jupyter Notebook
•2•16•2•0•Updated Nov 8, 2025Nov 8, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•6•16•0•2•Updated Nov 5, 2025Nov 5, 2025
tabpfn-v1-prior
Public
Python
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Apache License 2.0
•0•1•0•0•Updated Nov 4, 2025Nov 4, 2025
mo_mf_priors
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•Updated Nov 4, 2025Nov 4, 2025
ConfigSpace
Public
Domain specific language for configuration spaces in Python. Useful for hyperparameter optimization and algorithm configuration.
Python
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Other
•96•216•27•5•Updated Oct 31, 2025Oct 31, 2025
auto-sklearn
Public
Automated Machine Learning with scikit-learn
scikit-learn hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning smac meta-learning hyperparameter-search metalearning
Python
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BSD 3-Clause "New" or "Revised" License
•1.3k•8k•199•7•Updated Oct 27, 2025Oct 27, 2025
NeuralAttentionSearch
Public
Python
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Other
•0•1•0•0•Updated Oct 23, 2025Oct 23, 2025
STRAND
Public
Structure Refinement of RNA-Protein Complexes via Diffusion
Python
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MIT License
•1•1•0•0•Updated Oct 22, 2025Oct 22, 2025
anGPT
Public
Learning in Compact Spaces with Approximately Normalized Transformer
MIT License
•0•0•0•0•Updated Oct 22, 2025Oct 22, 2025
tabularpriors
Public
A python module implementing interfaces for various public tabular priors
Jupyter Notebook
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Apache License 2.0
•1•11•0•1•Updated Oct 15, 2025Oct 15, 2025
DeltaProduct
Public
DeltaProduct is a new linear recurrent neural network architecture that uses products of generalized Householder matrices as state-transition matrices enabling better expressivity, state-tracking, and language modeling performance than DeltaNet.
linear rnn languages regular mamba eigenvalues householder deltanet llm state-tracking
Python
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MIT License
•0•11•0•0•Updated Oct 13, 2025Oct 13, 2025
mdp-playground
Public
A python package to design and debug RL agents.
benchmarking benchmark reinforcement-learning testbed
Python
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Apache License 2.0
•7•32•0•3•Updated Oct 13, 2025Oct 13, 2025
GoLU
Public
GoLU, a novel, self-gated and element-wise activation function that performs well over a diverse set of tasks
Python
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MIT License
•1•22•0•0•Updated Oct 4, 2025Oct 4, 2025
DynaBO
Public
Python
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Other
•0•0•0•0•Updated Sep 24, 2025Sep 24, 2025
RNAformer
Public
Scalable Deep Learning for RNA Secondary Structure Prediction
Python
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Apache License 2.0
•10•39•2•0•Updated Sep 23, 2025Sep 23, 2025
SyntheticEvolution
Public
RNA Secondary Structure Based Generation of Synthetic Homologous Sequences
C++
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Apache License 2.0
•1•0•1•0•Updated Sep 23, 2025Sep 23, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•22•120•2•0•Updated Sep 22, 2025Sep 22, 2025
hpoglue
Public
HPO tool with a modular API that allows for the easy interfacing of a new Optimizer and a new Benchmark
benchmarking machine-learning optimization hyperparameter-optimization hpo automl automated-machine-learning
Python
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BSD 3-Clause "New" or "Revised" License
•0•4•2•0•Updated Sep 19, 2025Sep 19, 2025