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)

Neural Networks can Learn Representations with Gradient Descent COLT 2022 Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022 Neural Piecewise-Constant Delay Differential Equations AAAI 2022 Neural Point Process for Learning Spatiotemporal Event Dynamics L4DC 2022 Neural Program Synthesis with Query ICLR 2022 Neural-progressive hedging: Enforcing constraints in reinforcement learning with stochastic programming UAI 2022 Neural score matching for high-dimensional causal inference AISTATS 2022 Neural Solvers for Fast and Accurate Numerical Optimal Control ICLR 2022 Neural Spectral Marked Point Processes ICLR 2022 Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics NeurIPS 2022 Neural String Edit Distance ACL 2022 Neural Tangent Kernel Analysis of Deep Narrow Neural Networks ICML 2022 Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization ICML 2022 Neural Tangent Kernel Empowered Federated Learning ICML 2022 Neural Text Sanitization with Explicit Measures of Privacy Risk AACL 2022 Neural Topological Ordering for Computation Graphs NeurIPS 2022 Neural Window Fully-Connected CRFs for Monocular Depth Estimation CVPR 2022 NeuroBE: Escalating neural network approximations of Bucket Elimination UAI 2022 NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation NeurIPS 2022 NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics NAACL 2022 Neuron with Steady Response Leads to Better Generalization NeurIPS 2022 Neurosymbolic Deep Generative Models for Sequence Data with Relational Constraints NeurIPS 2022 Neuro-symbolic entropy regularization UAI 2022 New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma NeurIPS 2022 New Projection-free Algorithms for Online Convex Optimization with Adaptive Regret Guarantees COLT 2022