AutoML-Freiburg-Hannover

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177 repositories

CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•14•40•4•Updated Jun 9, 2025Jun 9, 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•2•6•1•Updated Jun 8, 2025Jun 8, 2025
neps
Public
Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.
hyperparameter-optimization automl neural-architecture-search neural-pipeline-search deep-learning
Python
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Apache License 2.0
•17•77•10•3•Updated Jun 8, 2025Jun 8, 2025
mf-prior-bench
Public
A collection of multi-fidelity benchmarks with first class support for user priors
Python
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Apache License 2.0
•2•10•6•2•Updated Jun 6, 2025Jun 6, 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•1•0•0•Updated Jun 6, 2025Jun 6, 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•88•55•1•Updated Jun 5, 2025Jun 5, 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
•235•1.2k•101•8•Updated Jun 4, 2025Jun 4, 2025
Mighty
Public
The Mighty cRL library you've been looking for! 💪
reinforcement-learning carl contextual-reinforcement-learning dynamic-algorithm-configuration dacbench
Python
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Apache License 2.0
•0•17•9•0•Updated Jun 4, 2025Jun 4, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•14•88•7•0•Updated Jun 3, 2025Jun 3, 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 May 29, 2025May 29, 2025
hollm
Public
Hierarchical Optimization with Large Language Models
Python
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MIT License
•0•2•0•0•Updated May 28, 2025May 28, 2025
lmem-significance
Public
This package is used to analyse datasets of different HPO-algorithms performing on multiple benchmarks, using a Linear Mixed-Effects Model-based approach.
Jupyter Notebook
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MIT License
•0•2•0•0•Updated May 26, 2025May 26, 2025
AutoNNUnet
Public
Python
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Other
•0•3•0•0•Updated May 26, 2025May 26, 2025
neps_tutorial_DL2024
Public
NePS wrapper code specific to DL2024 tutorial
Python
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MIT License
•0•1•0•0•Updated May 22, 2025May 22, 2025
HPOBench
Public
Collection of hyperparameter optimization benchmark problems
benchmarking benchmark hyperparameter-optimization bayesian-optimization containerized-benchmarks
Python
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Apache License 2.0
•36•147•20•14•Updated May 21, 2025May 21, 2025
Drift-Resilient_TabPFN
Public
Drift-Resilient TabPFN is a method using In-Context Learning via a Prior-Data Fitted Network, to address temporal distribution shifts in tabular data, outperforming existing methods in terms of performance and calibration.
Python
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Other
•0•15•0•0•Updated May 17, 2025May 17, 2025
ConfigurableOptimizer
Public
Repo for the Configurable Optimizer project, which aims at searching in the space of one-shot optimizers
Python
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Apache License 2.0
•0•6•33•3•Updated May 16, 2025May 16, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•5•16•0•2•Updated May 1, 2025May 1, 2025
OptBench
Public
Python
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Other
•1•0•0•0•Updated May 1, 2025May 1, 2025
CARP-S-example-optimizer
Public
Python
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Other
•0•0•0•0•Updated May 1, 2025May 1, 2025
FOB
Public
Python
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Apache License 2.0
•6•10•1•1•Updated Apr 27, 2025Apr 27, 2025
DEHB
Public
Python
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Apache License 2.0
•16•80•11•2•Updated Apr 25, 2025Apr 25, 2025
AutomlCup2023
Public
Code for the AutoMLCup 2023
Python
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Apache License 2.0
•0•3•0•0•Updated Apr 24, 2025Apr 24, 2025
automated-sub-network-selection
Public
Official Repo for "Compressing Large Language Models with Automated Sub-Network Search"
Python
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Apache License 2.0
•2•4•1•0•Updated Apr 24, 2025Apr 24, 2025
AutoML-Lab_Decathlon
Public
Repository for the AutoML Decathlon submission
Python
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Apache License 2.0
•1•2•0•0•Updated Apr 24, 2025Apr 24, 2025
autorl-org
Public
The AutoRL.org site
JavaScript
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Apache License 2.0
•1•3•0•0•Updated Apr 23, 2025Apr 23, 2025
LoRA-DARTS
Public
Applies LoRA modules to the supernets in gradient-based one-shot NAS methods to improve performance.
Python
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Apache License 2.0
•0•1•0•0•Updated Apr 17, 2025Apr 17, 2025
hvp
Public
Beyond Random Augmentations: Pretraining with Hard Views (ICLR 2025)
Python
•0•1•0•0•Updated Apr 7, 2025Apr 7, 2025
MetaPB2
Public
Jupyter Notebook
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Apache License 2.0
•1•2•0•0•Updated Mar 31, 2025Mar 31, 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•7•0•0•Updated Mar 30, 2025Mar 30, 2025