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
'20
'25
Papers (including subtopics)
Robust Data-Driven Output Feedback Control via Bootstrapped Multiplicative Noise
L4DC 2022
Robust Deep Learning from Crowds with Belief Propagation
AISTATS 2022
Robust Depth Completion with Uncertainty-Driven Loss Functions
AAAI 2022
Robust Direct Learning for Causal Data Fusion
ACML 2022
Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks
JMLR 2022
Robust Estimation for Random Graphs
COLT 2022
Robust Estimation of Laplacian Constrained Gaussian Graphical Models with Trimmed Non-convex Regularization
PGM 2022
Robust expected information gain for optimal Bayesian experimental design using ambiguity sets
UAI 2022
Robust Federated Learning With Noisy and Heterogeneous Clients
CVPR 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees
ICML 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint
NeurIPS 2022
Robust Group Synchronization via Quadratic Programming
ICML 2022
Robust High-Resolution Video Matting With Temporal Guidance
WACV 2022
Robust identifiability in linear structural equation models of causal inference
UAI 2022
Robustification of Online Graph Exploration Methods
AAAI 2022
Robust Imitation via Mirror Descent Inverse Reinforcement Learning
NeurIPS 2022
Robust Kernel Density Estimation with Median-of-Means principle
ICML 2022
Robust learning of tractable probabilistic models
UAI 2022
Robust Lottery Tickets for Pre-trained Language Models
ACL 2022
RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners
EMNLP 2022
Robust Model Selection and Nearly-Proper Learning for GMMs
NeurIPS 2022
Robust Multi-Objective Bayesian Optimization Under Input Noise
ICML 2022
Robustness and Reliability When Training With Noisy Labels
AISTATS 2022
Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach
L4DC 2022
Robustness Certification of Visual Perception Models via Camera Motion Smoothing
CoRL 2022