Optimization & Theory
43,292 papers (3 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Optimization (17,731)
Learning Theory (6,809)
Bayesian Inference (6,267)
Theory (5,579)
Statistical Learning (4,564)
Neural Network Optimization (4,155)
Stochastic Processes (2,948)
Stochastic Methods (1,283)
Loss Functions (1,220)
Distributed Learning (1,202)
Online Algorithms (1,013)
Statistics (822)
Generalization (376)
Information Theory (370)
Sample Complexity (282)
Sparse Optimization (241)
Game Theory (151)
Convex Optimization (132)
Optimal Transport (104)
Robust Optimization (84)
Distributed Optimization (73)
Approximation Algorithms (33)
Papers per year
1
14
29
44
31
52
189
195
212
235
352
382
457
787
816
828
1,066
1,391
1,913
3,012
3,646
4,303
4,450
5,357
6,155
5,854
1,521
2000
'5
'10
'15
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'25
Papers (including subtopics)
Optimal Learning of Kernel Logistic Regression for Complex Classification Scenarios
ICLR 2025
Optimal Non-Asymptotic Rates of Value Iteration for Average-Reward Markov Decision Processes
ICLR 2025
Optimal Planning to Coordinate Science Data Collection and Downlink for a Constellation of Agile Satellites with Limited Storage
IJCAI 2025
Optimal Rates of Kernel Ridge Regression under Source Condition in Large Dimensions
JMLR 2025
Optimal Robust Estimation under Local and Global Corruptions: Stronger Adversary and Smaller Error
COLT 2025
Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning
JMLR 2025
Optimal Scheduling of Dynamic Transport
COLT 2025
Optimal Strong Regret and Violation in Constrained MDPs via Policy Optimization
ICLR 2025
Optimal subsampling for high-dimensional partially linear models via machine learning methods
JMLR 2025
Optimal Task Order for Continual Learning of Multiple Tasks
ICML 2025
Optimal Transfer Learning for Missing Not-at-Random Matrix Completion
ICML 2025
Optimal Transport Alignment of User Preferences from Ratings and Texts
UAI 2025
Optimal Transport Barycenter via Nonconvex-Concave Minimax Optimization
ICML 2025
Optimal Transport-Based Token Weighting scheme for Enhanced Preference Optimization
ACL 2025
Optimal Transport for Brain-Image Alignment: Unveiling Redundancy and Synergy in Neural Information Processing
ICCV 2025
Optimal Transport for Probabilistic Circuits
UAI 2025
Optimal Transport for Time Series Imputation
ICLR 2025
Optimal Viewpoint Selection for Autonomous Photography Using Reinforcement Learning
AAAI 2025
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
ACL 2025
Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect
ICML 2025
Optimistic Games for Combinatorial Bayesian Optimization with Application to Protein Design
ICLR 2025
Optimistic Safety for Online Convex Optimization with Unknown Linear Constraints
AISTATS 2025
Optimization before Evaluation: Evaluation with Unoptimized Prompts Can be Misleading
ACL 2025
Optimization for Neural Operators can Benefit from Width
ICML 2025
Optimization Over a Probability Simplex
JMLR 2025