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
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Papers (including subtopics)
Benchmarking Distribution Shift in Tabular Data with TableShift
NeurIPS 2023
Benchmarking Long-tail Generalization with Likelihood Splits
EACL 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts
ICCV 2023
Benchmarking Rigid Body Contact Models
L4DC 2023
Benchmarking Visual Localization for Autonomous Navigation
WACV 2023
Benefits of monotonicity in safe exploration with Gaussian processes
UAI 2023
Benign Overfitting in Classification: Provably Counter Label Noise with Larger Models
ICLR 2023
Benign Overfitting in Deep Neural Networks under Lazy Training
ICML 2023
Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization
COLT 2023
Benign overfitting in ridge regression
JMLR 2023
Benign Overfitting in Two-layer ReLU Convolutional Neural Networks
ICML 2023
Benign Overfitting of Constant-Stepsize SGD for Linear Regression
JMLR 2023
Benign overfitting of non-smooth neural networks beyond lazy training
AISTATS 2023
Best Arm Identification in Multi-Agent Multi-Armed Bandits
ICML 2023
Best arm identification in rare events
UAI 2023
Best Arm Identification with Fixed Budget: A Large Deviation Perspective
NeurIPS 2023
Best-k Search Algorithm for Neural Text Generation
ACL 2023
Best of Both Worlds Policy Optimization
ICML 2023
Best-of-three-worlds Analysis for Linear Bandits with Follow-the-regularized-leader Algorithm
COLT 2023
Best-of-Three-Worlds Linear Bandit Algorithm with Variance-Adaptive Regret Bounds
COLT 2023
BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning
AAAI 2023
Better Loss Landscape Visualization for Deep Neural Networks with Trajectory Information
ACML 2023
Better Together: Jointly Optimizing ML Collective Scheduling and Execution Planning using SYNDICATE
NSDI 2023
Betty: An Automatic Differentiation Library for Multilevel Optimization
ICLR 2023
Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering
EMNLP 2023