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Stochastic Processes

2,667 papers

Papers per year

Papers

Tracking Disease Outbreaks from Sparse Data with Bayesian Inference AAAI 2021
Bandit Linear Optimization for Sequential Decision Making and Extensive-Form Games AAAI 2021
Decentralized Multi-Agent Linear Bandits with Safety Constraints AAAI 2021
Deterministic Mini-batch Sequencing for Training Deep Neural Networks AAAI 2021
Loop Estimator for Discounted Values in Markov Reward Processes AAAI 2021
Differentially Private Stochastic Coordinate Descent AAAI 2021
Reward-Biased Maximum Likelihood Estimation for Linear Stochastic Bandits AAAI 2021
Stochastic Bandits with Graph Feedback in Non-Stationary Environments AAAI 2021
Elastic Consistency: A Practical Consistency Model for Distributed Stochastic Gradient Descent AAAI 2021
Stability and Generalization of Decentralized Stochastic Gradient Descent AAAI 2021
Expected Eligibility Traces AAAI 2021
Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients AAAI 2021
Near-Optimal MNL Bandits Under Risk Criteria AAAI 2021
Learning Cycle-Consistent Cooperative Networks via Alternating MCMC Teaching for Unsupervised Cross-Domain Translation AAAI 2021
Learning Energy-Based Model with Variational Auto-Encoder as Amortized Sampler AAAI 2021
Rethinking Bi-Level Optimization in Neural Architecture Search: A Gibbs Sampling Perspective AAAI 2021
GO Hessian for Expectation-Based Objectives AAAI 2021
Robust Contextual Bandits via Bootstrapping AAAI 2021
Show Me How To Revise: Improving Lexically Constrained Sentence Generation with XLNet AAAI 2021
Converse, Focus and Guess - Towards Multi-Document Driven Dialogue AAAI 2021
K-N-MOMDPs: Towards Interpretable Solutions for Adaptive Management AAAI 2021
Forecasting Reservoir Inflow via Recurrent Neural ODEs AAAI 2021
DeepCOVID: An Operational Deep Learning-driven Framework for Explainable Real-time COVID-19 Forecasting AAAI 2021
Perception Beyond Sensors Under Uncertainty AAAI 2021
Factorising Meaning and Form for Intent-Preserving Paraphrasing ACL 2021