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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'15
'20
'25
Papers (including subtopics)
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System
IJCAI 2021
A Method for Taxonomy-Aware Embeddings Evaluation (Student Abstract)
AAAI 2021
A Mixture-of-Experts Model for Antonym-Synonym Discrimination
ACL 2021
Amnesiac Machine Learning
AAAI 2021
A Modular Analysis of Provable Acceleration via Polyak’s Momentum: Training a Wide ReLU Network and a Deep Linear Network
ICML 2021
Amortized Bayesian Prototype Meta-learning: A New Probabilistic Meta-learning Approach to Few-shot Image Classification
AISTATS 2021
Amortized Conditional Normalized Maximum Likelihood: Reliable Out of Distribution Uncertainty Estimation
ICML 2021
Amortized Synthesis of Constrained Configurations Using a Differentiable Surrogate
NeurIPS 2021
A multilabel approach to morphosyntactic probing
EMNLP 2021
A Multinomial Processing Tree Model of RC Attachment
NAACL 2021
A Multivariate Complexity Analysis of the Material Consumption Scheduling Problem
AAAI 2021
An Adaptive-MCMC Scheme for Setting Trajectory Lengths in Hamiltonian Monte Carlo
AISTATS 2021
An Adaptive News-Driven Method for CVaR-sensitive Online Portfolio Selection in Non-Stationary Financial Markets
IJCAI 2021
An algorithmic view of L2 regularization and some path-following algorithms
JMLR 2021
An Alternative Probabilistic Interpretation of the Huber Loss
CVPR 2021
Analysing the Noise Model Error for Realistic Noisy Label Data
AAAI 2021
Analysis and Tuning of a Voice Assistant System for Dysfluent Speech
Interspeech 2021
Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler
JMLR 2021
Analysis of one-hidden-layer neural networks via the resolvent method
NeurIPS 2021
Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model
NeurIPS 2021
Analysis of the Optimization Landscape of Linear Quadratic Gaussian (LQG) Control
L4DC 2021
Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems
NeurIPS 2021
Analytic Insights into Structure and Rank of Neural Network Hessian Maps
NeurIPS 2021
Analytic Study of Families of Spurious Minima in Two-Layer ReLU Neural Networks: A Tale of Symmetry II
NeurIPS 2021
Analyzing Curriculum Learning for Sentiment Analysis along Task Difficulty, Pacing and Visualization Axes
EACL 2021