Stochastic Processes

Stochastic Process Regression for Cross-Cultural Speech Emotion Recognition Interspeech 2021 Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models ICLR 2021 Stochastic Shortest Path with Adversarially Changing Costs IJCAI 2021 Streaming Linear System Identification with Reverse Experience Replay NeurIPS 2021 STRODE: Stochastic Boundary Ordinary Differential Equation ICML 2021 Subgaussian and Differentiable Importance Sampling for Off-Policy Evaluation and Learning NeurIPS 2021 Submodular combinatorial information measures with applications in machine learning ALT 2021 Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error Correction ACL 2021 Temporal Difference Learning as Gradient Splitting ICML 2021 Temporal Heterogeneous Information Network Embedding IJCAI 2021 Tensor Networks for Probabilistic Sequence Modeling AISTATS 2021 The diffusion of scientific terms – tracing individuals’ influence in the history of science for English EMNLP 2021 The future is log-Gaussian: ResNets and their infinite-depth-and-width limit at initialization NeurIPS 2021 The Heavy-Tail Phenomenon in SGD ICML 2021 The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities COLT 2021 Tightening the Dependence on Horizon in the Sample Complexity of Q-Learning ICML 2021 Tight High Probability Bounds for Linear Stochastic Approximation with Fixed Stepsize NeurIPS 2021 Time-independent Generalization Bounds for SGLD in Non-convex Settings NeurIPS 2021 Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection ACL 2021 Tracking Disease Outbreaks from Sparse Data with Bayesian Inference AAAI 2021 Tsallis-INF: An Optimal Algorithm for Stochastic and Adversarial Bandits JMLR 2021 Unbiased gradient estimation for variational auto-encoders using coupled Markov chains UAI 2021 Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training EMNLP 2021 Uncertainty-Aware Time-to-Event Prediction using Deep Kernel Accelerated Failure Time Models MLHC 2021 Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance EMNLP 2021