Preprint Algorithm Configuration for Structured Pfaffian Settings 2024 Balcan M-F, Nguyen AT, Sharma D
Journal Article How Much Data Is Sufficient to Learn High-Performing Algorithms? 2024 • Journal of the ACM • 71(5):1-58 Balcan M-F, Deblasio D, Dick T, Kingsford C, Sandholm T, Vitercik E
Journal Article Learning to Branch: Generalization Guarantees and Limits of Data-Independent Discretization 2024 • Journal of the ACM • 71(2): Balcan M-F, Dick T, Sandholm T, Vitercik E
Conference LEARNING TO RELAX: SETTING SOLVER PARAMETERS ACROSS A SEQUENCE OF LINEAR SYSTEM INSTANCES 2024 • 12th International Conference on Learning Representations, ICLR 2024 Khodak M, Chow E, Balcan MF, Talwalkar A
Preprint New Sequence-Independent Lifting Techniques for Cutting Planes and When They Induce Facets 2024 Prasad S, Vitercik E, Balcan M-F, Sandholm T
Preprint Regret Minimization in Stackelberg Games with Side Information 2024 Harris K, Wu ZS, Balcan M-F
Conference SPECTRALLY TRANSFORMED KERNEL REGRESSION 2024 • 12th International Conference on Learning Representations, ICLR 2024 Zhai R, Pukdee R, Jin R, Balcan MF, Ravikumar P
Preprint Spectrally Transformed Kernel Regression 2024 Zhai R, Pukdee R, Jin R, Balcan M-F, Ravikumar P
Conference Bicriteria Multidimensional Mechanism Design with Side Information 2023 • Advances in Neural Information Processing Systems • 36: Balcan MF, Prasad S, Sandholm T
Preprint Bicriteria Multidimensional Mechanism Design with Side Information 2023 Balcan M-F, Prasad S, Sandholm T
Journal Article Generalization Guarantees for Multi-Item Profit Maximization: Pricing, Auctions, and Randomized Mechanisms 2023 • Operations Research Balcan M-F, Sandholm T, Vitercik E
Conference LABEL PROPAGATION WITH WEAK SUPERVISION 2023 • 11th International Conference on Learning Representations, ICLR 2023 Pukdee R, Sam D, Balcan MF, Ravikumar P
Preprint Learning to Relax: Setting Solver Parameters Across a Sequence of Linear System Instances 2023 Khodak M, Chow E, Balcan M-F, Talwalkar A
Preprint Learning with Explanation Constraints 2023 Pukdee R, Sam D, Kolter JZ, Balcan M-F, Ravikumar P
Journal Article Learning with Explanation Constraints 2023 • Advances in Neural Information Processing Systems Pukdee R, Sam D, Kolter JZ, Balcan M-F, Ravikumar P
Conference Meta-Learning Adversarial Bandit Algorithms 2023 • Advances in Neural Information Processing Systems Khodak M, Osadchiy I, Harris K, Balcan M-F, Levy KY, Meir R, Wu ZS
Preprint Meta-Learning Adversarial Bandit Algorithms 2023 Khodak M, Osadchiy I, Harris K, Balcan M-F, Levy KY, Meir R, Wu ZS
Conference Nash Equilibria and Pitfalls of Adversarial Training in Adversarial Robustness Games 2023 • Proceedings of Machine Learning Research • 206:9607-9636 Balcan MF, Pukdee R, Ravikumar P, Zhang H
Conference New Bounds for Hyperparameter Tuning of Regression Problems Across Instances 2023 • Advances in Neural Information Processing Systems Balcan M-F, Nguyen AT, Sharma D
Preprint New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs 2023 Balcan M-F, Beyhaghi H
Preprint Reliable learning in challenging environments 2023 Balcan M-F, Hanneke S, Pukdee R, Sharma D
Conference Reliable learning in challenging environments 2023 • Advances in Neural Information Processing Systems Balcan M-F, Hanneke S, Pukdee R, Sharma D
Preprint Accelerating ERM for data-driven algorithm design using output-sensitive techniques 2022 Balcan M-F, Seiler C, Sharma D
