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
'10
'15
'20
'25
Papers (including subtopics)
Proportional Representation in Practice: Quantifying Proportionality in Ordinal Elections
AAAI 2025
Provable and Practical Online Learning Rate Adaptation with Hypergradient Descent
ICML 2025
Provable Benefit of Random Permutations over Uniform Sampling in Stochastic Coordinate Descent
ICML 2025
Provable Complexity Improvement of AdaGrad over SGD: Upper and Lower Bounds in Stochastic Non-Convex Optimization
COLT 2025
Provable Convergence Bounds for Hybrid Dynamical Sampling and Optimization
ICLR 2025
Provable Policy Gradient for Robust Average-Reward MDPs Beyond Rectangularity
ICML 2025
Provably Efficient Algorithm for Best Scoring Rule Identification in Online Principal-Agent Information Acquisition
ICML 2025
Provably-Safe, Online System Identification
RSS 2025
Proven Approximation Guarantees in Multi-Objective Optimization: SPEA2 Beats NSGA-II
IJCAI 2025
Proximal Interacting Particle Langevin Algorithms
UAI 2025
PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization
AAAI 2025
Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction
AAAI 2025
Pure and Strong Nash Equilibrium Computation in Compactly Representable Aggregate Games
UAI 2025
qNBO: quasi-Newton Meets Bilevel Optimization
ICLR 2025
QP Based Constrained Optimization for Reliable PINN Training
L4DC 2025
qPOTS: Efficient Batch Multiobjective Bayesian Optimization via Pareto Optimal Thompson Sampling
AISTATS 2025
Quantifying Lexical Semantic Shift via Unbalanced Optimal Transport
ACL 2025
Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo
JMLR 2025
Quantile Multi-Armed Bandits with 1-bit Feedback
ALT 2025
Quantum Algorithms for Finite-horizon Markov Decision Processes
ICML 2025
Quantum Best Arm Identification with Quantum Oracles
AAAI 2025
Quantum (Inspired) D^2-sampling with Applications
ICLR 2025
Quantum Optimization via Gradient-Based Hamiltonian Descent
ICML 2025
Quantum Speedup for Hypergraph Sparsification
ICML 2025
QuCOOP: A Versatile Framework for Solving Composite and Binary-Parametrised Problems on Quantum Annealers
CVPR 2025