Lei-Kun

BPPO

Author's Pytorch implementation of ICLR2023 paper Behavior Proximal Policy Optimization (BPPO).

Dispatching-rules-for-FJSP

This is the official code for the baseline methods of the publised paper 'A Multi-action Deep Reinforcement Learning Framework for Flexible Job-shop Scheduling Problem'

DRL-and-graph-neural-network-for-routing-problems

This is the official code for the published paper 'Solve routing problems with a residual edge-graph attention neural network'

End-to-end-DRL-for-FJSP

This is the official code of the publised paper 'A Multi-action Deep Reinforcement Learning Framework for Flexible Job-shop Scheduling Problem'

FJSP-benchmarks

The public benchmark instances of flexible job shop scheduling problem

FJSPDRL

The code and data will be published after accepting our paper

koptimizer

leikun-starting

MIP-model-for-FJSP-and-solved-by-Gurobi

the mixed-integer programming model for flexible job shop scheduling problem is solved by gurobi

Uni-O4

Author's Pytorch implementation of our ICLR 2024 paper "Uni-O4"

Lei-Kun/End-to-end-DRL-for-FJSP

This is the official code of the publised paper 'A Multi-action Deep Reinforcement Learning Framework for Flexible Job-shop Scheduling Problem'

Lei-Kun/DRL-and-graph-neural-network-for-routing-problems

This is the official code for the published paper 'Solve routing problems with a residual edge-graph attention neural network'

Lei-Kun/Dispatching-rules-for-FJSP

This is the official code for the baseline methods of the publised paper 'A Multi-action Deep Reinforcement Learning Framework for Flexible Job-shop Scheduling Problem'

Lei-Kun/FJSP-benchmarks

The public benchmark instances of flexible job shop scheduling problem

Lei-Kun/MIP-model-for-FJSP-and-solved-by-Gurobi

the mixed-integer programming model for flexible job shop scheduling problem is solved by gurobi

Lei-Kun/Uni-O4

Author's Pytorch implementation of our ICLR 2024 paper "Uni-O4"

Lei-Kun/FJSPDRL

The code and data will be published after accepting our paper

Lei-Kun/leikun-starting

Lei-Kun/koptimizer

Lei-Kun/paper

Reading List

Lei-Kun/zcaicaros

Lei-Kun/BPPO

Author's Pytorch implementation of ICLR2023 paper Behavior Proximal Policy Optimization (BPPO).

Lei-Kun/Lei-Kun.github.io

https://Lei-Kun.github.io/

Lei-Kun/leikun-start.github.io

Personal website

Lei-Kun/mnist_challenge

A challenge to explore adversarial robustness of neural networks on MNIST.

Lei-Kun/DrM

DrM, a visual RL algorithm, minimizes the dormant ratio to guide exploration-exploitation trade-offs, achieving significant improvements in sample efficiency and asymptotic performance across diverse domains.

Lei-Kun/GNFactor

[CoRL 2023 Oral] GNFactor: Multi-Task Real Robot Learning with Generalizable Neural Feature Fields

Lei-Kun/parkour

[CoRL 2023] Robot Parkour Learning

Lei-Kun/pointcloud_rl

Lei-Kun/policy-guided-diffusion

Official implementation of "Policy-Guided Diffusion"