Qianlong Wang (wangqianlongucas)

wangqianlongucas

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ML4VRP2024

Machine Learning for Evolutionary Computation - for Vehicle Routing Problems (ML4VRP) competition resources at GECCO 2024.

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VRPLIB

Python package to read and write vehicle routing problem instances.

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PyVRP

Open-source, state-of-the-art vehicle routing problem solver in an easy-to-use Python package.

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Hands-on-ML

https://hml.boyuai.com

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SCIMAI-Gym

A Python library for addressing the Supply Chain Inventory Management problem through Deep Reinforcement Learning algorithms.

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RL_IIM

This is a repository for paper "Intelligent inventory management approaches for perishable pharmaceutical products in a healthcare supply chain".

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CGLP-via-ML

The codes for the machine learning algorithms to solve cut-generating linear programs

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elkai

elkai is a Python library for solving travelling salesman problems (TSP) based on LKH 3

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OptiCL

An end-to-end framework for mixed-integer optimization with data-driven learned constraints.

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reinforcement-learning

Personal experiments on Reinforcement Learning

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PDTSP

Code and data from the paper "Exponential-size neighborhoods for the pickup-and-delivery traveling salesman problem", authored by T. Pacheco, R. Martinelli, A. Subramanian, T. Toffolo, and T. Vidal

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xingtian

xingtian is a componentized library for the development and verification of reinforcement learning algorithms

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DeepBeerInventory-RL

The code for the SRDQN algorithm to train an agent for the beer game problem

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awesome-ml4co

Awesome machine learning for combinatorial optimization papers.

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VRP-GCN-NPEC

An implementation of GCN-NPEC for VRP

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tutorials

PyTorch tutorials.

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branch-and-price-gurobi

Repository contains implementation of Branch and Prive for classical General Assignment Problem problem using Python and Gurobi solver.

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gurobi-optimods

Data-driven APIs for common optimization tasks

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Hands-on-RL

https://hrl.boyuai.com/

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stochastic-optimization

Sequential Decision Problem Modeling Library @ Castle Lab, Princeton Univ.

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reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

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hybridcvrp

HybridCVRP: A Hybrid Metaheuristic Solver for the Capacitated Vehicle Routing Problem

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vrpy

A python framework for solving the VRP and its variants with column generation.

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VRPTW-Column-Generation

A solution to the VRPTW problem using the Column Generation algorithm. Implementation with Python using the Gurobi optimizer (license needed)

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location-routing

A state-of-the-art exact Branch-Cut-and-Price algorithm for the Capacitated Location-Routing Problem and related problems

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amazon-sagemaker-amazon-routing-challenge-sol

AWS Last Mile Route Sequence Optimization

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