Mathematics & Optimization

Tight Long-Term Tail Decay of (Clipped) SGD in Non-Convex Optimization COLT 2026 Tight rates of approximation of mixed Nash equilibria by entropy regularization in continuous games UAI 2026 Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models CVPR 2026 TOPOGRAPH: Topology-Preserving Graph Reduction with Adaptive Structure for Persistent Homology AAAI 2026 Topological Dynamics via Learned Hybrid Systems L4DC 2026 Towards a Rigorous Understanding of the Population Dynamics of the NSGA-III: Tight Runtime Bounds AAAI 2026 Towards Fast and Scalable Normal Integration using Continuous Components WACV 2026 Towards Identifiability of Interventional Stochastic Differential Equations UAI 2026 Towards Single Exponential Time for Temporal and Spatial Reasoning: A Study via Redundancy and Dynamic Programming AAAI 2026 Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with Causal Optimal Transport CVPR 2026 Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems L4DC 2026 TRANSPORTER: Transferring Visual Semantics from VLM Manifolds CVPR 2026 Truncated Counterfactual Learning for Anytime Multi-Agent Path Finding AAAI 2026 UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization AAAI 2026 Uncertainty-Aware Test-Time Search for Optimization Problem Solving ACL 2026 Understanding the Impact of Proportionality in Approval-Based Multiwinner Elections AAAI 2026 UniComp: Rethinking Video Compression Through Informational Uniqueness CVPR 2026 Unified Minimax Optimization Framework for Propensity Score Estimation in Debiased Recommendation AAAI 2026 Uniform Laws of Large Numbers in Product Spaces COLT 2026 Universal Dynamic Regret and Constraint Violation Bounds for Constrained Online Convex Optimization ALT 2026 Universality of high-dimensional scaling limits of stochastic gradient descent (extended abstract) COLT 2026 Universal Safety Controllers with Learned Prophecies AAAI 2026 Unsupervised Combinatorial Probabilistic Reasoning: Probabilistic Coin Change Problem AAAI 2026 Upper entropy for 2-monotone lower probabilities UAI 2026 Vanilla SGD with Momentum Survives Heavy-Tailed Noise: Convergence Analysis without Gradient Clipping or Normalization UAI 2026