Utilitarian Algorithm ConfigurationNeural Information Processing Systems (NeurIPS), 2023 |
Machine Learning for Cutting Planes in Integer Programming: A SurveyInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 |
AC-Band: A Combinatorial Bandit-Based Approach to Algorithm
ConfigurationAAAI Conference on Artificial Intelligence (AAAI), 2022 |
Algorithms with Prediction PortfoliosNeural Information Processing Systems (NeurIPS), 2022 |
Improved Generalization Bound and Learning of Sparsity Patterns for
Data-Driven Low-Rank ApproximationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
Provably tuning the ElasticNet across instancesNeural Information Processing Systems (NeurIPS), 2022 |
Generalization Bounds for Data-Driven Numerical Linear AlgebraAnnual Conference Computational Learning Theory (COLT), 2022 |
Formalizing Preferences Over Runtime DistributionsInternational Conference on Machine Learning (ICML), 2022 |
Structural Analysis of Branch-and-Cut and the Learnability of Gomory
Mixed Integer CutsNeural Information Processing Systems (NeurIPS), 2022 |
Setting Fair Incentives to Maximize ImprovementSymposium on Foundations of Responsible Computing (FRC), 2022 |
Learning Predictions for Algorithms with PredictionsNeural Information Processing Systems (NeurIPS), 2022 |
Differentiable Economics for Randomized Affine Maximizer AuctionsInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 |
A Survey of Methods for Automated Algorithm ConfigurationJournal of Artificial Intelligence Research (JAIR), 2022 |
Faster Matchings via Learned DualsNeural Information Processing Systems (NeurIPS), 2021 |
Sample Complexity of Tree Search Configuration: Cutting Planes and
BeyondNeural Information Processing Systems (NeurIPS), 2021 |
Generalization in portfolio-based algorithm selectionAAAI Conference on Artificial Intelligence (AAAI), 2020 |
Learnable and Instance-Robust Predictions for Online Matching, Flows and
Load BalancingEmbedded Systems and Applications (ESA), 2020 |
Learning Complexity of Simulated AnnealingInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2020 |
Learning to LinkInternational Conference on Learning Representations (ICLR), 2019 |