AI4CO

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15 repositories

rl4co
Public
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
benchmark reinforcement-learning scheduling hydra attention vehicle-routing-problem tsp operations-research cvrp combinatorial-optimization
Python
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MIT License
•85•465•3•2•Updated Dec 26, 2024Dec 26, 2024
awesome-fm4co
Public
Recent research papers about Foundation Models for Combinatorial Optimization
lists machine-learning awesome awesome-list combinatorial-optimization neural-combinatorial-optimization foundation-models
MIT License
•13•173•0•0•Updated Dec 21, 2024Dec 21, 2024
reevo
Public
[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
reinforcement-learning genetic-algorithm evolutionary-algorithms vehicle-routing-problem ant-colony-optimization neural-combinatorial-optimization electronic-design-automation traveling-salesman-problem hyper-heuristics orienteering-problem
Python
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MIT License
•28•138•1•0•Updated Dec 11, 2024Dec 11, 2024
devformer
Public
[ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"
benchmark transformer hardware-designs combinatorial-optimization symmetric nco neural-combinatorial-optimization rl4co ai4co
Python
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MIT License
•0•18•0•0•Updated Dec 7, 2024Dec 7, 2024
assets
Public
Collection of source files for AI4CO swag
0•1•0•0•Updated Nov 11, 2024Nov 11, 2024
eph-mapf
Public
[IROS 2024] EPH: Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
reinforcement-learning pathfinding multi-agent-systems combinatorial-optimization neural-combinatorial-optimization mapf multi-agent-reinforcement-learning multi-agent-pathfinding rl4co ai4co
Python
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MIT License
•6•31•0•0•Updated Oct 8, 2024Oct 8, 2024
routefinder
Public
[ICML'24 FM-Wild Oral] RouteFinder: Towards Foundation Models for Vehicle Routing Problems
transformers vehicle-routing-problem neural-combinatorial-optimization foundation-models rl4co ai4co
Python
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MIT License
•7•57•3•0•Updated Oct 8, 2024Oct 8, 2024
parco
Public
PARCO: Parallel AutoRegressive Combinatorial Optimization
scheduling transformers combinatorial-optimization neural-combinatorial-optimization vehicle-routing rl4co ai4co
Python
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MIT License
•0•17•0•0•Updated Sep 24, 2024Sep 24, 2024
.github
Public
0•0•0•0•Updated Sep 10, 2024Sep 10, 2024
rl
Public
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
Python
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MIT License
•325•1•0•0•Updated Sep 6, 2024Sep 6, 2024
research-project-page-template
Public template
Simple research/academic project page template. No installation required!
template template-project academic-project academic-website project-website ai4co
JavaScript
•0•5•0•0•Updated Jul 26, 2024Jul 26, 2024
unsupervised-CO-ucom2
Public
[ICML'24] Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More
coloring combinatorial-optimization icml facility-location neural-combinatorial-optimization maximum-coverage
Python
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MIT License
•0•13•0•0•Updated Jul 12, 2024Jul 12, 2024
gfacs
Public
Official repository for GFACS
Python
•
MIT License
•6•24•0•0•Updated May 17, 2024May 17, 2024
rl4co-old-homepage
Public
[Replaced by gh-pages branch in rl4co repo] The old landing page for RL4CO: https://ai4co.github.io/rl4co-old-homepage/
HTML
•0•1•0•0•Updated Dec 25, 2023Dec 25, 2023
ai4co-homepage
Public
The landing page for AI4CO - WIP
HTML
•0•3•1•0•Updated Dec 14, 2023Dec 14, 2023