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
'5
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Papers (including subtopics)
Procedure Learning via Regularized Gromov-Wasserstein Optimal Transport
WACV 2026
Prompt-OT: An Optimal Transport Regularization Paradigm for Knowledge Preservation in Vision-Language Model Adaptation
WACV 2026
Provable Guarantees For Robust Feature Selection in Sparse Linear Models in High-Dimensions
UAI 2026
Provably Efficient Multi-Objective Bandit Algorithms Under Preference-Centric Customization
AAAI 2026
QuadSync: Quadrifocal Tensor Synchronization via Tucker Decomposition
CVPR 2026
Quantitative Convergence Analysis of Projected Stochastic Gradient Descent for Non-Convex Losses via the Goldstein Subdifferential
ALT 2026
Quantized Stochastic Primal–Dual Methods for Distributed Optimization under Relaxed Global Geometry
UAI 2026
Quantum Lipschitz Bandits
AAAI 2026
Quantum Non-Linear Bandit Optimization
AAAI 2026
Quiet Planting for k-SAT, Multiple Solutions of Arbitrary Geometry
COLT 2026
Random is Faster than Systematic in Multi-Objective Local Search
AAAI 2026
Randomization for Faster Exact Optimization of Discounted Markov Decision Processes
COLT 2026
Random Reshuffling Dominates Stochastic Gradient Descent
COLT 2026
Realistic Internal Dynamics Are Essential for Human-Like Control: An Optimal Feedback Control Perspective
L4DC 2026
Reconfiguring Proportional Committees
AAAI 2026
Recursive Fréchet Mean Estimation
UAI 2026
Refined Risk Bounds for Unbounded Losses via Transductive Priors
JMLR 2026
Renormalization Group Guided Tensor Network Structure Search
AAAI 2026
Reparameterized Tensor Ring Functional Decomposition for Multi-Dimensional Data Recovery
CVPR 2026
Rethinking Pose Refinement in 3D Gaussian Splatting under Pose Prior and Geometric Uncertainty
CVPR 2026
Reusing Samples in Variance Reduction
ALT 2026
Revisiting Optimal Coding for I-ToF under Practical Sensor Constraints
CVPR 2026
Reward Selection with Noisy Observations
ALT 2026
Right Branches Matter in Failure-based Variable Ordering Heuristics
AAAI 2026
Rigorous Asymptotics for First-Order Algorithms Through the Dynamical Cavity Method
COLT 2026