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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)

Nanoporous Materials Discovery via Search Bias-Guided Surrogate Modeling AAAI 2026 Near Optimal Convergence to Coarse Correlated Equilibrium in General-Sum Markov Games L4DC 2026 Near-optimal Linear Predictive Clustering in Non-separable Spaces via MIP and QPBO Reductions AAAI 2026 Nested Subspace Learning with Flags JMLR 2026 Network Restoration Games with Quotas (Student Abstract) AAAI 2026 Nonlinear Axiomatic Attribution for Cooperative Games UAI 2026 Non-Monotonicity in Fair Division of Graphs AAAI 2026 Not Just for Archiving: Provable Benefits of Reusing the Archive in Evolutionary Multi-objective Optimization AAAI 2026 On Condorcet’s Jury Theorem with Abstention AAAI 2026 Online Caching in Tree Networks: Algorithms, Regret, and Complexity L4DC 2026 Online Capacitated General Matching with Knapsack AAAI 2026 Online Convex Optimization with Sublinear Noisy Probes COLT 2026 Online Fair Allocations with Binary Valuations and Beyond AAAI 2026 Online Fair Allocation with Demand-Side Time-Dependent Weight UAI 2026 Online Linear Regression with Paid Stochastic Features AAAI 2026 Online Tracking with Predictions for Nonlinear Systems with Koopman Linear Embedding L4DC 2026 On the Approximation Ratio of Optimal Fixed-Price Mechanisms for Single and Multi-Unit Bilateral Trade AAAI 2026 On The Complexity of Best-Arm Identification in Non-Stationary Linear Bandits COLT 2026 On the Edge of Core (Non-)Emptiness: An Automated Reasoning Approach to Approval-Based Multi-Winner Voting AAAI 2026 On the Exponential Stability of Koopman Model Predictive Control L4DC 2026 On the Feasibility of Fréchet Radiomic Distance–Constrained Adversarial Examples in Medical Imaging: Methods and Trade-offs MIDL 2026 On the Gradient Complexity of Private Optimization with Private Oracles COLT 2026 On the Relevance of Byzantine Robust Optimization Against Data Poisoning JMLR 2026 On the Robustness of Bandit Multiple Testing AAAI 2026 Open Problem: How much overparametrization is needed for ALS in tensor decomposition? COLT 2026