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CERC Data Science For Decision Making's Projects

amcts-cplex icon amcts-cplex

Asynchronous Monte-Carlo Tree Search (AMCTS) implementation for learning to branch in CPLEX.

branch-search-trees icon branch-search-trees

Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies (AAAI 2021)

capsac icon capsac

Repository containing data instances of the Covering-Assignment Problem for Swarm-powered Ad-hoc Clouds (CAPsac).

ecole icon ecole

Extensible Combinatorial Optimization Learning Environments

ecole-paper icon ecole-paper

Compare Ecole and Gasse et al. 2019 implementations

epecinstances icon epecinstances

An Instance generator for NASPs (Nash Games among Stackelberg Players)

irratdcm icon irratdcm

"On the estimation of discrete choice models to capture irrational customer behaviors" by Jena et al. (2021)

learn2branch icon learn2branch

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

learn2branch-ecole icon learn2branch-ecole

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

learn2comparenodes icon learn2comparenodes

Learning to Compare Nodes in Branch and Bound with Graph Neural Networks (NeurIPS 2022)

llrs icon llrs

code for the paper ``An Exact Method for (Constrained) Assortment Optimization Problems with Product Costs'', Leitner et al.

nectar icon nectar

Codebase for "A learning-based algorithm to quickly compute good primal solutions for Stochastic Integer Programs"

pyscipopt icon pyscipopt

Python interface for the SCIP Optimization Suite

pysvmrank icon pysvmrank

Python API for SVMrank (http://www.cs.cornell.edu/people/tj/svm_light/svm_rank.html)

rl-baselines-zoo icon rl-baselines-zoo

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

stable-baselines icon stable-baselines

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

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