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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Two Time-scale Off-Policy TD Learning: Non-asymptotic Analysis over Markovian Samples NIPS 2019
Sequential Neural Processes NIPS 2019
Energy-Inspired Models: Learning with Sampler-Induced Distributions NIPS 2019
Maximum Mean Discrepancy Gradient Flow NIPS 2019
Kernel Trajectory Maps for Multi-Modal Probabilistic Motion Prediction CORL 2019
Daytime Sleepiness Level Prediction Using Respiratory Information IJCAI 2019
Parameter-Free Online Convex Optimization with Sub-Exponential Noise COLT 2019
Sample Adaptive MCMC NIPS 2019
Poisson-Minibatching for Gibbs Sampling with Convergence Rate Guarantees NIPS 2019
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation COLT 2019
Adaptive Proximal Average Based Variance Reducing Stochastic Methods for Optimization with Composite Regularization AAAI 2019
Analysis and Synthesis of Vocal Flutter and Vocal Jitter INTERSPEECH 2019
On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters AAAI 2019
Nearest-Neighbour-Induced Isolation Similarity and Its Impact on Density-Based Clustering AAAI 2019
Tight Dimension Independent Lower Bound on the Expected Convergence Rate for Diminishing Step Sizes in SGD NIPS 2019
Using Statistics to Automate Stochastic Optimization NIPS 2019
Minimax Learning of Ergodic Markov Chains ALT 2019
Sequential change-point detection: Laplace concentration of scan statistics and non-asymptotic delay bounds ALT 2019
Uniform regret bounds over $\mathbb{R}^d$ for the sequential linear regression problem with the square loss ALT 2019
A simple parameter-free and adaptive approach to optimization under a minimal local smoothness assumption ALT 2019
Generative Modeling by Estimating Gradients of the Data Distribution NIPS 2019
Integer Discrete Flows and Lossless Compression NIPS 2019
Investigation of Transformer Based Spelling Correction Model for CTC-Based End-to-End Mandarin Speech Recognition INTERSPEECH 2019
Nonstochastic Multiarmed Bandits with Unrestricted Delays NIPS 2019
Mutually Regressive Point Processes NIPS 2019