Optimization

Cliqueformer: Model-Based Optimization with Structured Transformers AAAI 2026 CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization AAAI 2026 CODEI: Resource-Efficient Task-Driven Co-Design of Perception and Decision Making for Mobile Robots Applied to Autonomous Vehicles (Abstract Reprint) AAAI 2026 CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models AAAI 2026 Co-Layout: LLM-driven Co-optimization for Interior Layout AAAI 2026 CommitMoE: Efficient Fallback-Free MoE Inference with Offloading Under GPU Memory Constraints AAAI 2026 Computing Lewis weights to high precision using local relative smoothness COLT 2026 Conditional Diffusion Model for Multi-Agent Dynamic Task Decomposition AAAI 2026 Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026 Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning AAAI 2026 Conformal Constrained Policy Optimization for Cost-Effective LLM Agents AAAI 2026 Conformal Risk Minimization with Variance Reduction UAI 2026 CONGRAD: Conflicting Gradient Filtering for Multilingual Preference Alignment EACL 2026 Constrained Molecule Generation Modelled Using the Grammar Constraint AAAI 2026 Constrained Online Convex Optimization with Memory and Predictions AAAI 2026 Constrained Particle Seeking: Solving Diffusion Inverse Problems with Just Forward Passes AAAI 2026 Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning AAAI 2026 Content Diversity-guided Ambiguity Mitigation for Open-Set Noisy Label Learning AAAI 2026 Continuum Dropout for Neural Differential Equations AAAI 2026 Contribution-aware Token Compression for Efficient Video Understanding via Reinforcement Learning AAAI 2026 Convergence and complexity of block majorization-minimization for constrained block-Riemannian optimization JMLR 2026 Convergence of Continual Learning in Homogeneous Deep Networks COLT 2026 Convergence of Decentralized Stochastic Subgradient-based Methods for Nonsmooth Nonconvex Optimization JMLR 2026 Convergence of Fast Policy Iteration in Markov Games and Robust MDPs AAAI 2026 Convex Clustering Redefined: Robust Learning with the Median of Means Estimator AAAI 2026