Thinklab@SJTU

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69 repositories

awesome-ml4co
Public
Awesome machine learning for combinatorial optimization papers.
operations-research combinatorial-optimization paper-list machine-learning
Python
•224•1.9k•0•0•Updated Aug 7, 2025Aug 7, 2025
ML4CO-Kit
Public
A Python toolkit for Machine Learning (ML) practices for Combinatorial Optimization (CO).
C++
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Other
•6•57•1•0•Updated Aug 4, 2025Aug 4, 2025
Bench2Drive-VL
Public
Adapting VLMs to Bench2Drive.
Python
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Other
•19•149•6•0•Updated Aug 1, 2025Aug 1, 2025
Awesome-LLM4AD
Public
A curated list of awesome LLM/VLM/VLA for Autonomous Driving(LLM4AD) resources (continually updated)
Apache License 2.0
•81•1.4k•1•0•Updated Aug 1, 2025Aug 1, 2025
EDA-AI
Public
Implementations of DeepPlace, PRNet, HubRouter, PreRoutGNN, FlexPlanner and DSBRouter.
deep-learning routing pytorch placement floorplan ai4eda eda-ai
Raku
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MIT License
•51•264•12•0•Updated Jul 28, 2025Jul 28, 2025
predictive-consistency-learning
Public
[ICML 2025] Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning
Python
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MIT License
•2•13•0•0•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 Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization
Python
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MIT License
•0•13•0•0•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-learning graph generative-model diffusion combinatorial-optimization
Python
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MIT License
•7•64•0•0•Updated Jul 2, 2025Jul 2, 2025
COExpander
Public
Official implementation of "COExpander: Adaptive Solution Expansion for Combinatorial Optimization".
combinatorial-optimization diffusion-models consistency-models adaptive-expansion
Python
•0•9•0•0•Updated Jun 28, 2025Jun 28, 2025
UniCO
Public
[ICLR 2025] UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP
machine-learning travelling-salesman-problem hamiltonian-cycle neural-combinatorial-optimization satisfiability-problem atsp diffusion-models jittor
Python
•0•13•0•0•Updated Jun 20, 2025Jun 20, 2025
DriveMoE
Public
Drive-Pi0 and DriveMoE on End-to-end Autonomous Driving
Python
•8•82•5•0•Updated Jun 3, 2025Jun 3, 2025
ThinkMatch
Public
A research protocol for deep graph matching.
graph-matching combinatorial-optimization quadratic-assignment-problem neural-graph-matching
Python
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Other
•123•873•1•1•Updated May 30, 2025May 30, 2025
Sel4FT
Public
Python
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Apache License 2.0
•1•3•0•0•Updated May 26, 2025May 26, 2025
ML4CO-Bench-101
Public
ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs.
benchmark dataset generative-model maximum-independent-set cvrp tsp-problem combinatorial-optimization maximum-clique atsp diffusion-models
Python
•2•21•0•0•Updated May 22, 2025May 22, 2025
ML4TSPBench
Public
Official implementation of ICLR 2025 paper: "Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search".
machine-learning tsp-problem combinatorial-optimization mcts-algorithm diffusion-models
C
•0•39•0•0•Updated May 20, 2025May 20, 2025
UP2ME
Public
Official implementation of our ICML 2024 paper "UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis"
Python
•
Apache License 2.0
•1•31•0•0•Updated May 12, 2025May 12, 2025
awsome-PDE4AI
Public
Python
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MIT License
•0•1•0•0•Updated Apr 19, 2025Apr 19, 2025
PredictiveCO-Benchmark
Public
[NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime
Python
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MIT License
•2•23•0•1•Updated Mar 27, 2025Mar 27, 2025
DriveTransformer
Public
1•121•3•0•Updated Mar 7, 2025Mar 7, 2025
EasyNAS
Public
Python
•1•3•0•0•Updated Feb 26, 2025Feb 26, 2025
Bench2Drive
Public
[NeurIPS 2024 Datasets and Benchmarks Track] Closed-Loop E2E-AD Benchmark Enhanced by World Model RL Expert
Python
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Other
•98•1.6k•23•0•Updated Feb 18, 2025Feb 18, 2025
LOS
Public
Official Implementation of Our ICLR 2025 Paper "Rethinking Classifier Re-Training in Long-Tailed Recognition: Label Over-Smooth Can Balance"
Python
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MIT License
•0•8•2•0•Updated Feb 14, 2025Feb 14, 2025
BiLAF
Public
Official implementation of Our NeurIPS 2024 Paper "Boundary Matters: A Bi-Level Active Finetuning Method"
Python
•0•13•1•0•Updated Feb 11, 2025Feb 11, 2025
ACM-MILP
Public
Code for our paper: ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generation
Python
•1•13•2•0•Updated Jan 3, 2025Jan 3, 2025
Bench2Drive-Jittor
Public
Python
•1•5•0•0•Updated Dec 31, 2024Dec 31, 2024
ReLIZO
Public
Python
•0•7•0•0•Updated Dec 30, 2024Dec 30, 2024
Bench2DriveZoo
Public
BEVFormer, UniAD, VAD in Closed-Loop CARLA Evaluation with World Model RL Expert Think2Drive
Python
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Other
•31•288•17•1•Updated Dec 2, 2024Dec 2, 2024
ROCO
Public
Official Implementation of Our ICLR 2023 paper "ROCO: A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers on Graphs".
C
•1•20•0•0•Updated Oct 23, 2024Oct 23, 2024
pygmtools
Public
A Python Graph Matching Toolkit.
deep-learning python-library graph-matching combinatorial-optimization
Python
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Other
•19•338•2•0•Updated Oct 21, 2024Oct 21, 2024
NAR-CO-Solver
Public
Official implementation non-autoregressive combinatorial optimizaiton solvers, covering our ICLR 2023 paper and SCIENTIA SINICA Informationis paper
Python
•8•41•1•0•Updated Sep 27, 2024Sep 27, 2024