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Combinatorial Optimization

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Papers

Certified Symmetry and Dominance Breaking for Combinatorial Optimisation AAAI 2022
Hardness and Algorithms for Robust and Sparse Optimization ICML 2022
Decision-Focused Learning: Through the Lens of Learning to Rank ICML 2022
Learning to Compare Nodes in Branch and Bound with Graph Neural Networks NIPS 2022
Efficient Encoding of Cost Optimal Delete-Free Planning as SAT AAAI 2022
Quant-BnB: A Scalable Branch-and-Bound Method for Optimal Decision Trees with Continuous Features ICML 2022
An Exact Symbolic Reduction of Linear Smart Predict+Optimize to Mixed Integer Linear Programming ICML 2022
A Fast Local Search Algorithm for the Latin Square Completion Problem AAAI 2022
Two Compacted Models for Efficient Model-Based Diagnosis AAAI 2022
Revisiting Online Submodular Minimization: Gap-Dependent Regret Bounds, Best of Both Worlds and Adversarial Robustness ICML 2022
The SoftCumulative Constraint with Quadratic Penalty AAAI 2022
Large-Scale Graph Neural Architecture Search ICML 2022
A Variant of Concurrent Constraint Programming on GPU AAAI 2022
Online Learning for Min Sum Set Cover and Pandora’s Box ICML 2022
A Scalable Deterministic Global Optimization Algorithm for Training Optimal Decision Tree NIPS 2022
A Hybrid Evolutionary Algorithm for the Diversified Top-k Weight Clique Search Problem (Student Abstract) AAAI 2022
Generalized Stochastic Matching AAAI 2022
Kernelized Multiplicative Weights for 0/1-Polyhedral Games: Bridging the Gap Between Learning in Extensive-Form and Normal-Form Games ICML 2022
Massively Parallel $k$-Means Clustering for Perturbation Resilient Instances ICML 2022
Handling Slice Permutations Variability in Tensor Recovery AAAI 2022
A Unified Framework for Deep Symbolic Regression NIPS 2022
Tractable & Coherent Multi-Document Summarization: Discrete Optimization of Multiple Neural Modeling Streams via Integer Linear Programming EMNLP 2022
Maximizing Nash Social Welfare in 2-Value Instances AAAI 2022
Large-Neighbourhood Search for Optimisation in Answer-Set Solving AAAI 2022
NukCP: An Improved Local Search Algorithm for Maximum k-Club Problem AAAI 2022