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JunchuangCai's Projects

cleanrl icon cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

deepaco icon deepaco

[NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization

greendao icon greendao

greenDAO is a light & fast ORM solution for Android that maps objects to SQLite databases.

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

gymnasium icon gymnasium

An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

nco_code icon nco_code

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

omni-vrp icon omni-vrp

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

pdp-n2s icon 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.

pointer_network icon pointer_network

Pointer networks 指针网络解决旅行商问题,基于tensorflow2。附带文章详解与代码注释。

pomo icon pomo

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

ptr-net icon ptr-net

TensorFlow implementation of a Pointer Network (https://arxiv.org/abs/1506.03134)

remote icon remote

this is a demo which push or pull the project from remote machine.

vnsme icon vnsme

Reference of the best solution of the HW benchmarks with full digits

vrp-dact icon 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.

vrpenstein icon vrpenstein

A highly-flexible and high-performance meta-heuristic for the vehicle routing problems (VRP)

xingtian icon xingtian

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

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