Mathematics & Optimization

Learning Pareto manifolds in high dimensions: How can regularization help? AISTATS 2025 Learning Partitions with Optimal Query and Round Complexities COLT 2025 Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025 Learning Robust Neural Processes with Risk-Averse Stochastic Optimization ICML 2025 Learning Safe Control via On-the-Fly Bandit Exploration ICML 2025 Learning signals defined on graphs with optimal transport and Gaussian process regression AISTATS 2025 Learning sparse generalized linear models with binary outcomes via iterative hard thresholding COLT 2025 Learning Stochastic Nonlinear Dynamics with Embedded Latent Transfer Operators AISTATS 2025 Learning Survival Distributions with the Asymmetric Laplace Distribution ICML 2025 Learning to Call: A Field Trial of a Collaborative Bandit Algorithm for Optimizing Call Timing in Mobile Maternal Health MLHC 2025 Learning to Explore and Exploit with GNNs for Unsupervised Combinatorial Optimization ICLR 2025 Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals ICML 2025 Learning to Manipulate Under Limited Information AAAI 2025 Learning to Solve Differential Equation Constrained Optimization Problems ICLR 2025 Learning to Steer Learners in Games ICML 2025 Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning AAAI 2025 Learning with Linear Function Approximations in Mean-Field Control JMLR 2025 Learning With Multi-Group Guarantees For Clusterable Subpopulations ICML 2025 Learn to Vaccinate: Combining Structure Learning and Effective Vaccination for Epidemic and Outbreak Control ICML 2025 Length Controlled Generation for Black-box LLMs ACL 2025 Let’s Group: A Plug-and-Play SubGraph Learning Method for Memory-Efficient Spatio-Temporal Graph Modeling IJCAI 2025 Level Set Teleportation: An Optimization Perspective AISTATS 2025 Leveraging Correlation Across Test Platforms for Variance-Reduced Metric Estimation CoRL 2025 Leveraging Offline Data in Linear Latent Contextual Bandits ICML 2025 Leveraging Per-Instance Privacy for Machine Unlearning ICML 2025