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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

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52
352
828
3,646
5,854
2000
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Papers (including subtopics)

Beyond Dropout: Feature Map Distortion to Regularize Deep Neural Networks AAAI 2020 Beyond exploding and vanishing gradients: analysing RNN training using attractors and smoothness AISTATS 2020 Beyond Lazy Training for Over-parameterized Tensor Decomposition NeurIPS 2020 Beyond Linearization: On Quadratic and Higher-Order Approximation of Wide Neural Networks ICLR 2020 Beyond Network Pruning: a Joint Search-and-Training Approach IJCAI 2020 Beyond Pairwise Comparisons in Social Choice: A Setwise Kemeny Aggregation Problem AAAI 2020 Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples NeurIPS 2020 Beyond Signal Propagation: Is Feature Diversity Necessary in Deep Neural Network Initialization? ICML 2020 Beyond UCB: Optimal and Efficient Contextual Bandits with Regression Oracles ICML 2020 Beyond Unfolding: Exact Recovery of Latent Convex Tensor Decomposition Under Reshuffling AAAI 2020 Biased Stochastic First-Order Methods for Conditional Stochastic Optimization and Applications in Meta Learning NeurIPS 2020 Bias no more: high-probability data-dependent regret bounds for adversarial bandits and MDPs NeurIPS 2020 Bidirectional Convolutional Poisson Gamma Dynamical Systems NeurIPS 2020 Bidirectional LSTM Network with Ordered Neurons for Speech Enhancement Interspeech 2020 Bidirectional Model-based Policy Optimization ICML 2020 Bi-level Score Matching for Learning Energy-based Latent Variable Models NeurIPS 2020 Binarized Neural Architecture Search AAAI 2020 BinaryDuo: Reducing Gradient Mismatch in Binary Activation Network by Coupling Binary Activations ICLR 2020 BINOCULARS for efficient, nonmyopic sequential experimental design ICML 2020 Biological credit assignment through dynamic inversion of feedforward networks NeurIPS 2020 Biologically Inspired Sleep Algorithm for Reducing Catastrophic Forgetting in Neural Networks AAAI 2020 Biologically Plausible Sequence Learning with Spiking Neural Networks AAAI 2020 Biomedical Entity Representations with Synonym Marginalization ACL 2020 Black-box Certification and Learning under Adversarial Perturbations ICML 2020 Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework NeurIPS 2020