Mathematics & Optimization

Robust Multi-fidelity Bayesian Optimization with Deep Kernel and Partition AISTATS 2025 Robust Multi-view Co-expression Network Inference CLeaR 2025 Robustness of Quantum Algorithms for Nonconvex Optimization ICLR 2025 Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents AAAI 2025 Robust Point Matching with Distance Profiles JMLR 2025 Robust random graph matching in Gaussian models via vector approximate message passing COLT 2025 Robust Sparsification via Sensitivity ICML 2025 Robust System Identification: Finite-sample Guarantees and Connection to Regularization ICLR 2025 Rolling in Classical Planning with Conditional Effects and Constraints IJCAI 2025 Root Defense Strategies: Ensuring Safety of LLM at the Decoding Level ACL 2025 Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025 Runtime Analysis of Evolutionary NAS for Multiclass Classification ICML 2025 Safely Learning Optimal Auctions: A Testable Learning Framework for Mechanism Design ICML 2025 Safe Online Convex Optimization with Heavy-Tailed Observation Noises AAAI 2025 Safe PDE Boundary Control with Neural Operators L4DC 2025 Safety in the Face of Adversity: Achieving Zero Constraint Violation in Online Learning with Slowly Changing Constraints AISTATS 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025 Sample Complexity of Branch-length Estimation by Maximum Likelihood ICML 2025 Sample Complexity of Correlation Detection in the Gaussian Wigner Model ICML 2025 Sample Efficient Omniprediction and Downstream Swap Regret for Non-Linear Losses COLT 2025 Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025 Sampling from Binary Quadratic Distributions via Stochastic Localization ICML 2025 Sampling in High-Dimensions using Stochastic Interpolants and Forward-Backward Stochastic Differential Equations AISTATS 2025 SAVA: Scalable Learning-Agnostic Data Valuation ICLR 2025 Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up ICML 2025