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Stochastic Methods

1,118 papers

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Papers

Fraunhofer IAIS at FinCausal 2020, Tasks 1 & 2: Using Ensemble Methods and Sequence Tagging to Detect Causality in Financial Documents COLING 2020
Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking CVPR 2020
Sparse Parallel Training of Hierarchical Dirichlet Process Topic Models EMNLP 2020
Semi-Supervised Bilingual Lexicon Induction with Two-way Interaction EMNLP 2020
Consistency of a Recurrent Language Model With Respect to Incomplete Decoding EMNLP 2020
Low-Variance and Zero-Variance Baselines for Extensive-Form Games ICML 2020
Private Counting from Anonymous Messages: Near-Optimal Accuracy with Vanishing Communication Overhead ICML 2020
Efficiently Solving MDPs with Stochastic Mirror Descent ICML 2020
AdaScale SGD: A User-Friendly Algorithm for Distributed Training ICML 2020
SCAFFOLD: Stochastic Controlled Averaging for Federated Learning ICML 2020
Error Estimation for Sketched SVD via the Bootstrap ICML 2020
Moniqua: Modulo Quantized Communication in Decentralized SGD ICML 2020
Bandits with Adversarial Scaling ICML 2020
Low Bias Low Variance Gradient Estimates for Boolean Stochastic Networks ICML 2020
Decentralised Learning with Random Features and Distributed Gradient Descent ICML 2020
FetchSGD: Communication-Efficient Federated Learning with Sketching ICML 2020
The Impact of Neural Network Overparameterization on Gradient Confusion and Stochastic Gradient Descent ICML 2020
Lookahead-Bounded Q-learning ICML 2020
Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks ICML 2020
Fractional Underdamped Langevin Dynamics: Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise ICML 2020
Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its Parallelization ICML 2020
Linear bandits with Stochastic Delayed Feedback ICML 2020
Provably Convergent Two-Timescale Off-Policy Actor-Critic with Function Approximation ICML 2020
Best Arm Identification in Spectral Bandits IJCAI 2020
SVRG for Policy Evaluation with Fewer Gradient Evaluations IJCAI 2020