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
1
2
6
6
5
16
67
72
80
102
133
171
219
398
425
440
487
649
812
1,162
1,353
1,487
1,474
1,600
1,870
1,441
372
2000
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Papers (including subtopics)
Stein Variational Evolution Strategies
UAI 2025
STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning
UAI 2025
Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem
AISTATS 2025
Stochastic Compositional Minimax Optimization with Provable Convergence Guarantees
AISTATS 2025
Stochastic Gradient Descent for Bézier Simplex Representation of Pareto Set in Multi-Objective Optimization
AISTATS 2025
Stochastic Gradient Estimation for Higher-Order Differentiable Rendering
ICCV 2025
Stochastic Interior-Point Methods for Smooth Conic Optimization with Applications
JMLR 2025
Stochastic Interpolants for Revealing Stylistic Flows across the History of Art
ICCV 2025
Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback
AAAI 2025
Stochastic Polyak Step-sizes and Momentum: Convergence Guarantees and Practical Performance
ICLR 2025
Stochastic Smoothed Primal-Dual Algorithms for Nonconvex Optimization with Linear Inequality Constraints
ICML 2025
Strategic A/B testing via Maximum Probability-driven Two-armed Bandit
ICML 2025
Strategic Manipulation in Temporal Voting with Undesirable Candidates (Student Abstract)
AAAI 2025
Strategic Network Creation for Enabling Greedy Routing
AAAI 2025
Strategyproof Learning with Advice
ALT 2025
Strategyproof Matching of Roommates and Rooms
AAAI 2025
Strategyproofness and Monotone Allocation of Auction in Social Networks
IJCAI 2025
Streaming Algorithms For ℓ_p Flows and ℓ_p Regression
ICLR 2025
Stronger Neyman Regret Guarantees for Adaptive Experimental Design
ICML 2025
Strong Screening Rules for Group-based SLOPE Models
AISTATS 2025
Structured Preconditioners in Adaptive Optimization: A Unified Analysis
ICML 2025
Structure-informed Risk Minimization for Robust Ensemble Learning
ICML 2025
Suboptimal Search with Dynamic Distribution of Suboptimality
AAAI 2025
SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence
EMNLP 2025
Syntactic Control of Language Models by Posterior Inference
ACL 2025