Wenbo11

blackbox-backprop

Torch modules that wrap blackbox combinatorial solvers according to the method presented in "Differentiating Blackbox Combinatorial Solvers"

DC3

DC3: A Learning Method for Optimization with Hard Constraints

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

fjsp-drl

GIRIL

ICML'20: Intrinsic Reward Driven Imitation Learning via Generative Model

GNNPapers

Must-read papers on graph neural networks (GNN)

hybrid-cp-rl-solver

Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization

learn2branch

Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)

learntocut

Code implementation for NeurIPS 2019 submission 'Reinforcement Learning for Integer Programming: Learning to Cut'

PySCIPOpt

Python interface for the SCIP Optimization Suite

Wenbo11/learntocut

Code implementation for NeurIPS 2019 submission 'Reinforcement Learning for Integer Programming: Learning to Cut'

Wenbo11/fjsp-drl

Wenbo11/learn2branch

Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)

Wenbo11/PySCIPOpt

Python interface for the SCIP Optimization Suite

Wenbo11/blackbox-backprop

Torch modules that wrap blackbox combinatorial solvers according to the method presented in "Differentiating Blackbox Combinatorial Solvers"

Wenbo11/DC3

DC3: A Learning Method for Optimization with Hard Constraints

Wenbo11/dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

Wenbo11/GIRIL

ICML'20: Intrinsic Reward Driven Imitation Learning via Generative Model

Wenbo11/GNNPapers

Must-read papers on graph neural networks (GNN)

Wenbo11/hybrid-cp-rl-solver

Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization

Wenbo11/ICLR2021-OpenReviewData

Crawl & visualize ICLR papers and reviews.

Wenbo11/jax_verify

Neural network verification in JAX

Wenbo11/milp_constrained_gan

Using MILP to encode constraints of generated game levels.

Wenbo11/PDP-Solver

PDP: A General Neural Framework for Learning Constraint Satisfaction Solvers

Wenbo11/pglib-uc

Benchmarks for the Unit Commitment Problem

Wenbo11/pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

Wenbo11/rlpyt

Reinforcement Learning in PyTorch

Wenbo11/Wenbo11.github.io

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