Skip to content
conftrace_

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
52
352
828
3,646
5,854
2000
'5
'10
'15
'20
'25

Papers (including subtopics)

The Deep Weight Prior ICLR 2019 The Domain Transform Solver CVPR 2019 The Effect of Network Width on Stochastic Gradient Descent and Generalization: an Empirical Study ICML 2019 The Evolved Transformer ICML 2019 The Functional Neural Process NeurIPS 2019 The Gap Between Model-Based and Model-Free Methods on the Linear Quadratic Regulator: An Asymptotic Viewpoint COLT 2019 The Gaussian Process Autoregressive Regression Model (GPAR) AISTATS 2019 The Geometry of Deep Networks: Power Diagram Subdivision NeurIPS 2019 The Goldilocks Zone: Towards Better Understanding of Neural Network Loss Landscapes AAAI 2019 The Impact of Regularization on High-dimensional Logistic Regression NeurIPS 2019 The Implicit Bias of AdaGrad on Separable Data NeurIPS 2019 The implicit bias of gradient descent on nonseparable data COLT 2019 The Implicit Metropolis-Hastings Algorithm NeurIPS 2019 The Influence of Down-Sampling Strategies on SVD Word Embedding Stability NAACL 2019 The information-theoretic value of unlabeled data in semi-supervised learning ICML 2019 The Kelly Growth Optimal Portfolio with Ensemble Learning AAAI 2019 The Kernel Interaction Trick: Fast Bayesian Discovery of Pairwise Interactions in High Dimensions ICML 2019 The Landscape of Non-convex Empirical Risk with Degenerate Population Risk NeurIPS 2019 The Level Weighted Structural Similarity Loss: A Step Away from MSE AAAI 2019 The LogBarrier Adversarial Attack: Making Effective Use of Decision Boundary Information ICCV 2019 The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks ICLR 2019 The Lower The Simpler: Simplifying Hierarchical Recurrent Models NAACL 2019 The Medical Deconfounder: Assessing Treatment Effects with Electronic Health Records MLHC 2019 The non-parametric bootstrap and spectral analysis in moderate and high-dimension AISTATS 2019 The Normalization Method for Alleviating Pathological Sharpness in Wide Neural Networks NeurIPS 2019