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Optimization

14,850 papers (55 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Continuous Optimization (4,424) Stochastic Methods (2,991) Combinatorial Optimization (2,615) Online Algorithms (2,404) Optimization (1,521) Game Theory (1,046) Convex Optimization (864) Discrete Optimization (721) Optimal Transport (474) Sparse Optimization (416) Optimal Control (271) Global Optimization (200) Non-Convex Optimization (182) Distributed Learning (164) Approximation Algorithms (162) Multi-Objective Optimization (151) Distributed Optimization (136) Bayesian Optimization (132) Theory (109) Compressed Sensing (102) Algorithms (89) Robust Optimization (86) Submodular Optimization (77) Kernel Methods (75) Evolutionary Algorithm (72) Linear Programming (54) Tensor Decomposition (48) Bilevel Optimization (42) Integer Programming (38) Matrix Completion (33) Algorithm (21) Regularization (11)

Papers per year

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16
133
440
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2000
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Papers (including subtopics)

Learning Bayesian Network Classifiers to Minimize Class Variable Parameters JMLR 2026 Learning Decision-Sufficient Representations for Linear Optimization COLT 2026 Learning Stable Digraphs from Sparse-Input Linear Structural Causal Models UAI 2026 Learning to accelerate distributed ADMM using graph neural networks L4DC 2026 Learning to Solve Constrained Bilevel Control Co-Design Problems L4DC 2026 Learning to Tune Optical WANs: A Field Deployment of Noise Models in Optical Networks NSDI 2026 Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ACL 2026 Lens Component Deletion based on Differentiable Ray Tracing CVPR 2026 Lightweight Optimal-Transport Harmonization on Edge Devices AAAI 2026 Markovian Compression: Looking to the Past Helps Accelerate the Future UAI 2026 Maximally Robust Satisficing Bayesian Optimization UAI 2026 MDK: Rethinking the Data Center Memory Reclamation Problem OSDI 2026 MeshA*: Efficient Path Planning with Motion Primitives AAAI 2026 Minimal Constraint Relaxation for Multiview Autocalibration CVPR 2026 Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes JMLR 2026 Minimizing Inequity in Facility Location Games AAAI 2026 Mortise: Auto-tuning Congestion Control to Optimize QoE via Network-Aware Parameter Optimization NSDI 2026 Multi-Agent Path Finding with Unassigned Agents (MAPFUA) AAAI 2026 Multi-District School Choice: Playing on Several Fields AAAI 2026 Multi-Objective Bilevel Learning AAAI 2026 Multi-Objective Search: Algorithms, Applications, and Emerging Directions AAAI 2026 Multiple-Interval Coverage for Resource Management of Passive Surveillance Systems AAAI 2026 Multiple-play Stochastic Bandits with Prioritized Arm Capacity Sharing AAAI 2026 Multi-Scale Gradient-Guided Unrolling Architecture with Adaptive Mamba for Compressive Sensing CVPR 2026 MUSS: Multilevel Subset Selection for Relevance and Diversity UAI 2026