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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)

Nearly Tight Bounds for Exploration in Streaming Multi-Armed Bandits with Known Optimality Gap AAAI 2025 Nearly Tight Bounds on Approximate Equilibria in Spatial Competition on the Line AAAI 2025 Near-optimal Active Regression of Single-Index Models ICLR 2025 Near-Optimal Algorithm for Non-Stationary Kernelized Bandits AISTATS 2025 Near-Optimal Consistency-Robustness Trade-Offs for Learning-Augmented Online Knapsack Problems ICML 2025 Near Optimal Non-asymptotic Sample Complexity of 1-Identification ICML 2025 Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles JMLR 2025 Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency ICLR 2025 Near-Optimal Rates for O(1)-Smooth DP-SCO with a Single Epoch and Large Batches ALT 2025 Near-optimal Regret Using Policy Optimization in Online MDPs with Aggregate Bandit Feedback ICML 2025 Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks ICML 2025 Nested Expectations with Kernel Quadrature ICML 2025 Nesterov acceleration in benignly non-convex landscapes ICLR 2025 NETS: A Non-equilibrium Transport Sampler ICML 2025 Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems AAAI 2025 Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025 Neural Event-Triggered Control with Optimal Scheduling ICML 2025 Neural Graph Map: Dense Mapping with Efficient Loop Closure Integration WACV 2025 Neural Multi-Objective Combinatorial Optimization via Graph-Image Multimodal Fusion ICLR 2025 Neural Operators Can Play Dynamic Stackelberg Games JMLR 2025 Neural Sampling from Boltzmann Densities: Fisher-Rao Curves in the Wasserstein Geometry ICLR 2025 Neural Solver Selection for Combinatorial Optimization ICML 2025 Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) AAAI 2025 New Algorithms for #2-SAT and #3-SAT IJCAI 2025 New Bounds for Sparse Variational Gaussian Processes ICML 2025