Repositories list

• awesome-ml4co

  Public
  Awesome machine learning for combinatorial optimization papers.

  machine-learningoperations-researchcombinatorial-optimization+ 1

  machine-learningoperations-researchcombinatorial-optimizationpaper-list

  Python

  •242242 forks•2.1k2.1k stars•00 issues•00 pull requests•Updated May 29, 2026May 29, 2026

• ML4CO-Kit

  Public
  A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).

  C

  •

  Other

  •1515 forks•7777 stars•00 issues•44 pull requests•Updated May 28, 2026May 28, 2026

• Awesome-LLM4AD

  Public
  A curated list of awesome LLM/VLM/VLA/World Model for Autonomous Driving(LLM4AD) resources (continually updated)

  large-language-modelsvision-language-modelworld-model+ 1

  large-language-modelsvision-language-modelworld-modelvision-language-action-model

  Apache License 2.0

  •107107 forks•1.8k1.8k stars•11 issue•11 pull request•Updated May 28, 2026May 28, 2026

• M2GenCO

  Public
  [ICML 2026] Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretraining and Adaptation

  benchmarkcombinatorial-optimizationmulti-task-learning+ 4

  benchmarkcombinatorial-optimizationmulti-task-learningmeta-learningfast-adaptationdiffusion-modelsconsistency-models

  Python

  •00 forks•66 stars•00 issues•00 pull requests•Updated May 26, 2026May 26, 2026

• Bench2Drive

  Public
  [NeurIPS 2024 Datasets and Benchmarks Track] Closed-Loop E2E-AD Benchmark Enhanced by World Model RL Expert

  Python

  •

  Other

  •133133 forks•1.9k1.9k stars•5353 issues•33 pull requests•Updated May 22, 2026May 22, 2026

• Bench2Drive-Robust

  Public
  Bench2Drive-Robust: Benchmarking Closed-Loop Autonomous Driving under Deployment Perturbations

  Python

  •

  Other

  •00 forks•77 stars•00 issues•00 pull requests•Updated May 20, 2026May 20, 2026

• GenSCO

  Public
  [NeurIPS 2025] Generation as Search Operator for Test-Time Scaling of Diffusion-Based Combinatorial Optimization

  Python

  •00 forks•1212 stars•00 issues•00 pull requests•Updated May 8, 2026May 8, 2026

• DriveMoE

  Public
  [CVPR 2026] Drive-π0 and DriveMoE on End-to-end Autonomous Driving

  mixture-of-expertsvision-language-action-model

  mixture-of-expertsvision-language-action-model

  Python

  •2424 forks•206206 stars•11 issue•00 pull requests•Updated May 7, 2026May 7, 2026

• Bench2Drive-Speed

  Public
  Can users specify driving speed in AD...?

  Python

  •

  Other

  •11 fork•2727 stars•00 issues•00 pull requests•Updated May 7, 2026May 7, 2026

• MaskCO

  Public
  [ICLR 2026] MaskCO: Masked Generation Drives Effective Representation Learning and Exploiting for Combinatorial Optimization

  Python

  •22 forks•66 stars•00 issues•00 pull requests•Updated Apr 8, 2026Apr 8, 2026

• Bench2Drive-VL

  Public
  Adapting VLMs to Bench2Drive.

  Python

  •

  Other

  •2626 forks•211211 stars•1010 issues•00 pull requests•Updated Apr 6, 2026Apr 6, 2026

• MMPD

  Public
  Official implementation of MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss (ICLR 2026).

  time-seriesloss-functionstime-series-forecasting+ 1

  time-seriesloss-functionstime-series-forecastingdiffusion-models

  Python

  •00 forks•99 stars•00 issues•00 pull requests•Updated Apr 3, 2026Apr 3, 2026

• pygmtools

  Public
  A Python Graph Matching Toolkit.

  deep-learningpython-librarygraph-matching+ 1

  deep-learningpython-librarygraph-matchingcombinatorial-optimization

  Python

  •

  Other

  •2020 forks•350350 stars•22 issues•00 pull requests•Updated Apr 2, 2026Apr 2, 2026

• TrajTok

  Public
  [ICLR 2026][WOSAC 2025 1st] TrajTok: What makes for a good trajectory tokenizer in behavior generation?

  Python

  •33 forks•2020 stars•11 issue•00 pull requests•Updated Mar 31, 2026Mar 31, 2026

• ActiveAD

  Public
  [CVPR 2026] ActiveAD: Planning-Oriented Active Learning for End-to-End Autonomous Driving

  00 forks•22 stars•11 issue•00 pull requests•Updated Mar 26, 2026Mar 26, 2026

• DriveTransformer

  Public
  [ICLR 2025] DriveTransformer: Unified Transformer for Scalable End-to-End Autonomous Driving

  Python

  •1717 forks•223223 stars•77 issues•00 pull requests•Updated Mar 21, 2026Mar 21, 2026

• ThinkMatch

  Public
  A research protocol for deep graph matching.

  graph-matchingcombinatorial-optimizationquadratic-assignment-problem+ 1

  graph-matchingcombinatorial-optimizationquadratic-assignment-problemneural-graph-matching

  Python

  •

  Other

  •122122 forks•880880 stars•22 issues•11 pull request•Updated Mar 19, 2026Mar 19, 2026

• ConRep4CO

  Public
  [ICLR 2026] ConRep4CO: Contrastive Representation Learning of Combinatorial Optimization Instances across Types

  Python

  •

  MIT License

  •00 forks•33 stars•00 issues•00 pull requests•Updated Mar 9, 2026Mar 9, 2026

• Awesome-AI4Crypto

  Public
  Awesome artificial intelligence for crypto papers.

  MIT License

  •00 forks•22 stars•00 issues•00 pull requests•Updated Mar 4, 2026Mar 4, 2026

• Raw2Drive

  Public
  [NeurIPS 2025] Scalable Multimodal World Models

  00 forks•33 stars•11 issue•00 pull requests•Updated Feb 4, 2026Feb 4, 2026

• EDA-AI

  Public
  Implementations of DeepPlace, PRNet, HubRouter, PreRoutGNN, FlexPlanner and DSBRouter.

  deep-learningroutingpytorch+ 4

  deep-learningroutingpytorchplacementfloorplanai4edaeda-ai

  C

  •

  MIT License

  •6161 forks•310310 stars•1515 issues•00 pull requests•Updated Nov 23, 2025Nov 23, 2025

• ML4CO-Bench-101

  Public
  ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.

  benchmarkdatasetgenerative-model+ 10

  benchmarkdatasetgenerative-modelmaximum-independent-setcvrptsp-problemcombinatorial-optimizationmaximum-cliqueatspdiffusion-models+ 3

  Python

  •44 forks•4646 stars•11 issue•00 pull requests•Updated Nov 17, 2025Nov 17, 2025

• awesome-ml4Qcircuit

  Public
  00 forks•1313 stars•00 issues•00 pull requests•Updated Oct 13, 2025Oct 13, 2025

• FLD4CO

  Public
  [NeurIPS 2025] Fractional Langevin Dynamics for Combinatorial Optimization via Polynomial-Time Escape

  MIT License

  •11 fork•1010 stars•00 issues•00 pull requests•Updated Sep 30, 2025Sep 30, 2025

• predictive-consistency-learning

  Public
  [ICML 2025] Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning

  Python

  •

  MIT License

  •22 forks•1515 stars•00 issues•00 pull requests•Updated Jul 14, 2025Jul 14, 2025

• Fast-T2T

  Public
  [NeurIPS2024] Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization; [NeurIPS2023] T2T: From D…

  Python

  •

  MIT License

  •11 fork•2121 stars•00 issues•00 pull requests•Updated Jul 2, 2025Jul 2, 2025

• T2TCO

  Public
  [NeurIPS 2023] T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization

  machine-learninggraphgenerative-model+ 2

  machine-learninggraphgenerative-modeldiffusioncombinatorial-optimization

  Python

  •

  MIT License

  •88 forks•7373 stars•00 issues•00 pull requests•Updated Jul 2, 2025Jul 2, 2025

• COExpander

  Public
  Official implementation of "COExpander: Adaptive Solution Expansion for Combinatorial Optimization".

  combinatorial-optimizationdiffusion-modelsconsistency-models+ 1

  combinatorial-optimizationdiffusion-modelsconsistency-modelsadaptive-expansion

  Python

  •00 forks•2424 stars•00 issues•00 pull requests•Updated Jun 28, 2025Jun 28, 2025

• UniCO

  Public
  [ICLR 2025] UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP

  machine-learningtravelling-salesman-problemhamiltonian-cycle+ 5

  machine-learningtravelling-salesman-problemhamiltonian-cycleneural-combinatorial-optimizationsatisfiability-problematspdiffusion-modelsjittor

  Python

  •22 forks•1616 stars•00 issues•00 pull requests•Updated Jun 20, 2025Jun 20, 2025

• Sel4FT

  Public
  Python

  •

  Apache License 2.0

  •11 fork•33 stars•00 issues•00 pull requests•Updated May 26, 2025May 26, 2025