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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
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Papers (including subtopics)

Lower Bounds for Higher-Order Convex Optimization COLT 2018 Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames NeurIPS 2018 LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition Interspeech 2018 LSTMs Can Learn Syntax-Sensitive Dependencies Well, But Modeling Structure Makes Them Better ACL 2018 LSTMs Exploit Linguistic Attributes of Data ACL 2018 Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees ICML 2018 Machine Learning and Constraint Programming for Relational-To-Ontology Schema Mapping IJCAI 2018 Make the Minority Great Again: First-Order Regret Bound for Contextual Bandits ICML 2018 Making Classifier Chains Resilient to Class Imbalance ACML 2018 Making Tree Ensembles Interpretable: A Bayesian Model Selection Approach AISTATS 2018 Mallows Models for Top-k Lists NeurIPS 2018 Manifold Structured Prediction NeurIPS 2018 Many Paths to Equilibrium: GANs Do Not Need to Decrease a Divergence At Every Step ICLR 2018 Marginal Singularity, and the Benefits of Labels in Covariate-Shift COLT 2018 Marian: Fast Neural Machine Translation in C++ ACL 2018 Markov Random Field MAP as Set Partitioning PGM 2018 Massively Parallel Algorithms and Hardness for Single-Linkage Clustering under ℓ_p Distances ICML 2018 Matrix capsules with EM routing ICLR 2018 Matrix Norms in Data Streams: Faster, Multi-Pass and Row-Order ICML 2018 Maximizing acquisition functions for Bayesian optimization NeurIPS 2018 Maximizing Induced Cardinality Under a Determinantal Point Process NeurIPS 2018 Maximum a Posteriori Policy Optimisation ICLR 2018 Maximum-Entropy Fine Grained Classification NeurIPS 2018 Maximum Likelihood Estimation for Mixtures of Spherical Gaussians is NP-hard JMLR 2018 Maximum Principle Based Algorithms for Deep Learning JMLR 2018