Mathematics & Optimization

Solving Zero-Sum Convex Markov Games ICML 2025 Some easy optimization problems have the overlap-gap property COLT 2025 SOO-Bench: Benchmarks for Evaluating the Stability of Offline Black-Box Optimization ICLR 2025 SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch AAAI 2025 Sort Before You Prune: Improved Worst-Case Guarantees of the DiskANN Family of Graphs ICML 2025 Sound Over-Approximation of Equational Reasoning with Variable-Preserving Rules Parameterized by Derivation Depth AAAI 2025 SPAC: Sparse Partitioning and Adaptive Core Tensor Pruning Model for Knowledge Graph Completion AAAI 2025 Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL COLT 2025 Sparse Causal Effect Estimation using Two-Sample Summary Statistics in the Presence of Unmeasured Confounding AISTATS 2025 Sparse-pivot: Dynamic correlation clustering for node insertions ICML 2025 Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions JMLR 2025 Sparsity-Based Interpolation of External, Internal and Swap Regret COLT 2025 Spatially Resolved Transcriptomics Data Clustering with Tailored Spatial-scale Modulation IJCAI 2025 Spectral Differential Network Analysis for High-Dimensional Time Series AISTATS 2025 Spectra of Cardinality Queries over Description Logic Knowledge Bases AAAI 2025 Speech Enhancement with Dual-path Multi-Channel Linear Prediction Filter and Multi-norm Beamforming Interspeech 2025 Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025 Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025 Speedup Techniques for Switchable Temporal Plan Graph Optimization AAAI 2025 Spherical Dimension COLT 2025 Spike-and-Slab Posterior Sampling in High Dimensions COLT 2025 SplineGS: Robust Motion-Adaptive Spline for Real-Time Dynamic 3D Gaussians from Monocular Video CVPR 2025 Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization ICML 2025 Stability and Generalization Analysis of Decentralized SGD: Sharper Bounds Beyond Lipschitzness and Smoothness ICML 2025 Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025