Stochastic Processes

SurvLatent ODE : A Neural ODE based time-to-event model with competing risks for longitudinal data improves cancer-associated Venous Thromboembolism (VTE) prediction MLHC 2022 Syntactic Surprisal From Neural Models Predicts, But Underestimates, Human Processing Difficulty From Syntactic Ambiguities CoNLL 2022 TACTiS: Transformer-Attentional Copulas for Time Series ICML 2022 Taming Fat-Tailed (“Heavier-Tailed” with Potentially Infinite Variance) Noise in Federated Learning NeurIPS 2022 The alignment property of SGD noise and how it helps select flat minima: A stability analysis NeurIPS 2022 The Information Geometry of Unsupervised Reinforcement Learning ICLR 2022 The Mirror Langevin Algorithm Converges with Vanishing Bias ALT 2022 The Multivariate Community Hawkes Model for Dependent Relational Events in Continuous-time Networks ICML 2022 The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization NeurIPS 2022 The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance COLT 2022 The query complexity of sampling from strongly log-concave distributions in one dimension COLT 2022 Three rates of convergence or separation via U-statistics in a dependent framework JMLR 2022 Three-stage Evolution and Fast Equilibrium for SGD with Non-degerate Critical Points ICML 2022 Time Varying Regression with Hidden Linear Dynamics L4DC 2022 Tracking Most Significant Arm Switches in Bandits COLT 2022 Trajectory Inference via Mean-field Langevin in Path Space NeurIPS 2022 Transformers meet Stochastic Block Models: Attention with Data-Adaptive Sparsity and Cost NeurIPS 2022 Truncated proposals for scalable and hassle-free simulation-based inference NeurIPS 2022 Typological Word Order Correlations with Logistic Brownian Motion NAACL 2022 Uncertainty-aware Propagation Structure Reconstruction for Fake News Detection COLING 2022 Uncertainty Determines the Adequacy of the Mode and the Tractability of Decoding in Sequence-to-Sequence Models ACL 2022 Understanding and mitigating the limitations of prioritized experience replay UAI 2022 Universally Consistent Online Learning with Arbitrarily Dependent Responses ALT 2022 Universal Online Learning with Bounded Loss: Reduction to Binary Classification COLT 2022 Unsupervised Uncertainty Measures of Automatic Speech Recognition for Non-intrusive Speech Intelligibility Prediction Interspeech 2022