learning-to-optimize topic

List learning-to-optimize repositories

Open-L2O

252
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Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

L2O-Training-Techniques

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[NeurIPS 2020 Spotlight Oral] "Training Stronger Baselines for Learning to Optimize", Tianlong Chen*, Weiyi Zhang*, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang

MetaBox

45
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MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)

NeuOpt

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This repo implements our paper, "Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt", which has been accepted at NeurIPS 2023.

Omni-VRP

30
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[ICML 2023] "Towards Omni-generalizable Neural Methods for Vehicle Routing Problems"

optim4rl

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1
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Optim4RL is a Jax framework of learning to optimize for reinforcement learning.

Routing-MVMoE

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1
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[ICML 2024] "MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts"