SparseL

transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

nanoGPT

The simplest, fastest repository for training/finetuning medium-sized GPTs.

Awesome-Diffusion-Models

A collection of resources and papers on Diffusion Models

Time-Series-Library

A Library for Advanced Deep Time Series Models.

PromptPapers

Must-read papers on prompt-based tuning for pre-trained language models.

time-series-transformers-review

A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.

LTSF-Linear

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

awesome-ml4co

Awesome machine learning for combinatorial optimization papers.

D4RL

A collection of reference environments for offline reinforcement learning

awesome-offline-rl

An index of algorithms for offline reinforcement learning (offline-rl)

evojax

awesome-decision-transformer

A curated list of Decision Transformer resources (continually updated)

LMaaS-Papers

Awesome papers on Language-Model-as-a-Service (LMaaS)

BasicTS

A Standard and Fair Time Series Forecasting Benchmark and Toolkit.

evosax

Evolution Strategies in JAX 🦎

Awesome-GFlowNets

A curated list of resources about generative flow networks (GFlowNets).

betty

Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization

srbench

A living benchmark framework for symbolic regression

pypop

PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants (evolutionary algorithms/swarm-based optimizers/pattern search/...). [https://pypop.rtfd.io/]

evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

xgi

CompleX Group Interactions (XGI) is a Python package for higher-order networks.

Awesome-Evolutionary-Reinforcement-Learning

Research Papers and Code Repository on the Integration of Evolutionary Algorithms and Reinforcement Learning

time-series-ptms

A Survey on Time-Series Pre-Trained Models

opfunu

A collection of Benchmark functions for numerical optimization problems

causal_discovery_for_time_series

Causal discovery for time series

MetaBox

MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)

design-baselines

Baselines for Model-Based Optimization

EC-A-Modern-Perspective

Evolutionary Computation: A Modern Perspective ---> This is a free online book, which is actively updated now (from 2023 to 2027).

CILG-Papers

A curated list of papers and code related to class-imbalanced learning on graphs (CILG).

TSGBench

TSGBench: Time Series Generation Benchmark (VLDB'24)