Probability

Statistical Estimation from Dependent Data ICML 2021 Stochastic Online Optimization using Kalman Recursion JMLR 2021 The Influence of Memory in Multi-Agent Consensus AAAI 2021 The Spatio-Temporal Poisson Point Process: A Simple Model for the Alignment of Event Camera Data ICCV 2021 Tight sampling and discarding bounds for scenario programs with an arbitrary number of removed samples L4DC 2021 Training Multi-Object Detector by Estimating Bounding Box Distribution for Input Image ICCV 2021 UNIPoint: Universally Approximating Point Processes Intensities AAAI 2021 Wasserstein distance estimates for the distributions of numerical approximations to ergodic stochastic differential equations JMLR 2021 A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms AISTATS 2020 A Matrix Chernoff Bound for Markov Chains and Its Application to Co-occurrence Matrices NeurIPS 2020 A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent NeurIPS 2020 ASR-Free Pronunciation Assessment Interspeech 2020 Asymptotic Analysis via Stochastic Differential Equations of Gradient Descent Algorithms in Statistical and Computational Paradigms JMLR 2020 Baxter Permutation Process NeurIPS 2020 Constraing-Based Learning for Continous-Time Bayesian Networks PGM 2020 Fast and Consistent Learning of Hidden Markov Models by Incorporating Non-Consecutive Correlations ICML 2020 Fast mixing of Metropolized Hamiltonian Monte Carlo: Benefits of multi-step gradients JMLR 2020 Free Energy Wells and Overlap Gap Property in Sparse PCA COLT 2020 Hawkesian Graphical Event Models PGM 2020 Imputing typological values via phylogenetic inference EMNLP 2020 Infinitely deep neural networks as diffusion processes AISTATS 2020 Infinity Learning: Learning Markov Chains from Aggregate Steady-State Observations AAAI 2020 Learning with Labeled and Unlabeled Multi-Step Transition Data for Recovering Markov Chain from Incomplete Transition Data IJCAI 2020 Memoryless Sequences for General Losses JMLR 2020 Network Representation Learning Algorithm Based on Neighborhood Influence Sequence ACML 2020