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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
1,353
1,441
2000
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Papers (including subtopics)

SIFAR: A Simple Faster Accelerated Variance-Reduced Gradient Method IJCAI 2025 Signed Laplacians for Constrained Graph Clustering ICML 2025 Simple Randomized Rounding for Max-Min Eigenvalue Augmentation ICML 2025 Simplex Constrained Sparse Optimization via Tail Screening JMLR 2025 Simulation-Free Differential Dynamics Through Neural Conservation Laws UAI 2025 SIRD: A Sender-Informed, Receiver-Driven Datacenter Transport Protocol NSDI 2025 Sketch-and-Project Meets Newton Method: Global $O(1/k^2)$ Convergence with Low-Rank Updates AISTATS 2025 Sketching for Convex and Nonconvex Regularized Least Squares with Sharp Guarantees ICLR 2025 Skybridge: Bounded Staleness for Distributed Caches OSDI 2025 Sliced-Wasserstein Distances and Flows on Cartan-Hadamard Manifolds JMLR 2025 Smart Contracts for Trustless Sampling of Correlated Equilibria IJCAI 2025 Smoothed Online Convex Optimization with Delayed Feedback IJCAI 2025 Solving Convex-Concave Problems with O(ε^-4/7) Second-Order Oracle Complexity COLT 2025 Solving hidden monotone variational inequalities with surrogate losses ICLR 2025 Solving Multiagent Path Finding on Highly Centralized Networks AAAI 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 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