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Stochastic Methods

2788 directly classified papers

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Papers

Multi-Feedback Bandit Learning with Probabilistic Contexts IJCAI 2020
Mutual Information Estimation using LSH Sampling IJCAI 2020
Combinatorial Multi-Armed Bandits with Concave Rewards and Fairness Constraints IJCAI 2020
Learning and Solving Regular Decision Processes IJCAI 2020
Learning Optimal Temperature Region for Solving Mixed Integer Functional DCOPs IJCAI 2020
Almost Group Envy-free Allocation of Indivisible Goods and Chores IJCAI 2020
Semi-supervised New Event Type Induction and Event Detection EMNLP 2020
Textual Data Augmentation for Efficient Active Learning on Tiny Datasets EMNLP 2020
Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization NIPS 2020
Neutralizing Self-Selection Bias in Sampling for Sortition NIPS 2020
Integrals over Gaussians under Linear Domain Constraints AISTATS 2020
Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change ACL 2020
On Importance Sampling-Based Evaluation of Latent Language Models ACL 2020
Stochastic Approximate Gradient Descent via the Langevin Algorithm AAAI 2020
D-SPIDER-SFO: A Decentralized Optimization Algorithm with Faster Convergence Rate for Nonconvex Problems AAAI 2020
Stochastic Conditional Gradient Methods: From Convex Minimization to Submodular Maximization JMLR 2020
Scaling Hidden Markov Language Models EMNLP 2020
Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too! EMNLP 2020
Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo Approach EMNLP 2020
Imputing typological values via phylogenetic inference EMNLP 2020
Primal Dual Interpretation of the Proximal Stochastic Gradient Langevin Algorithm NIPS 2020
Draining the Water Hole: Mitigating Social Engineering Attacks with CyberTWEAK AAAI 2020
On Stationary-Point Hitting Time and Ergodicity of Stochastic Gradient Langevin Dynamics JMLR 2020
A Particle Swarm Based Algorithm for Functional Distributed Constraint Optimization Problems AAAI 2020
Efficient Projection-Free Online Methods with Stochastic Recursive Gradient AAAI 2020