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)
High Probability Convergence Guarantees of Stochastic Gradient Descent Ascent in Structured Nonconvex Min-Max Games
COLT 2026
How Hard Is It to Rig a Tournament When Few Players Can Beat or Be Beaten by the Favorite?
AAAI 2026
How Many Features Can a Language Model Store Under the Linear Representation Hypothesis?
COLT 2026
HumanBA: Human-Aware Bundle Adjustment via Global Human-Camera Decoupling
CVPR 2026
Hybrid Restricted Master Problem for Boolean Matrix Factorisation
AAAI 2026
Identifying Imperfect Clones in Elections
AAAI 2026
Immunizing Models Against Harmful Long-Horizon Fine-Tuning via Contractive Optimization Dynamics
CVPR 2026
Improved Algorithms for Trip-Vehicle Assignment in Ride-Sharing
AAAI 2026
Improved Differentially Private Algorithms for Rank Aggregation
AAAI 2026
Improved Fully Dynamic Submodular Maximization Under Matroid Constraints
AAAI 2026
Improved Runtime Guarantees for the SPEA2 Multi-Objective Optimizer
AAAI 2026
Improved Streaming Algorithm for Fair k-Center Clustering
AAAI 2026
Inference Offloading for Cost-Sensitive Binary Classification at the Edge
AAAI 2026
Information-Theoretic Bayesian Optimization for Bilevel Optimization Problems
UAI 2026
Information Theoretic Bayesian Optimization over the Probability Simplex
UAI 2026
Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds
UAI 2026
Intraoperative 2D/3D Registration via Spherical Similarity Learning and Differentiable Levenberg-Marquardt Optimization
WACV 2026
Kareus: Joint Reduction of Dynamic and Static Energy in Large Model Training
OSDI 2026
Koopman-BoxQP: Solving Large-Scale NMPC at kHz Rates
L4DC 2026
Landscape-Awareness for Geometric View Diffusion Model
CVPR 2026
Large Average Subtensor Problem: Ground-State, Algorithms, and Algorithmic Barriers
ALT 2026
Last-iterate Convergence for Symmetric, General-sum, 2 × 2 Games Under The Exponential Weights Dynamic
ALT 2026
Last-Iterate Convergence of Randomized Kaczmarz and SGD with Greedy Step Size
COLT 2026
Latent Linear Quadratic Regulator for Robotic Control Tasks
L4DC 2026
Learnability-Driven Submodular Optimization for Active Roadside 3D Detection
CVPR 2026