yining043

rl4co

A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)

yining043.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

NeuOpt

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.

routefinder

RouteFinder: Towards Foundation Models for Vehicle Routing Problems

VRP-DACT

This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has been accepted at NeurIPS 2021.

LLM-as-HH

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

ELG

NCO_code

L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China

DIFUSCO

Code for "DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization"

Byzantine-Federeated-RL

This repo implements our paper, "Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee", which has been accepted at NuerIPS 2021.

PDP-N2S

This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short oral at IJCAI 2022.

TSP-improve

An improvement-based Deep Reinforcement Learning Algorithm presented in paper https://arxiv.org/abs/1912.05784v2 for solving the TSP problem.

poppy

:hibiscus: Population-Based Reinforcement Learning for Combinatorial Optimization

PPO_Lagrangian_PyTorch

Implementation of PPO Lagrangian in PyTorch

amazon-sagemaker-amazon-routing-challenge-sol

AWS Last Mile Route Sequence Optimization

LCP

EAS

Efficient Active Search

POMO

codes for paper "POMO: Policy Optimization with Multiple Optima for Reinforcement Learning"

learning-to-delegate

[NeurIPS 2021 Spotlight] Learning to Delegate for Large-scale Vehicle Routing

google-research

Google Research

coco

Numerical Black-Box Optimization Benchmarking Framework

GNNPapers

Must-read papers on graph neural networks (GNN)

gemini

Gemini is a modern LaTex beamerposter theme 🖼

TSP

attention-learn-to-route

Attention based model for learning to solve different routing problems

learning-tsp

Code for the paper 'Learning TSP Requires Rethinking Generalization' (arXiv Pre-print)

SAC-discrete

Modified versions of the Soft Actor-Critic algorithm for Atari games from https://github.com/ac-93/soft-actor-critic.

RLMA

svrg_for_policy_evaluation_with_fewer_gradients

distributed_tutorial