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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Online Saddle Point Tracking with Decision-Dependent Data L4DC 2023
TiDAL: Learning Training Dynamics for Active Learning ICCV 2023
Nonlinear Controllability and Function Representation by Neural Stochastic Differential Equations L4DC 2023
Spectral Evolution and Invariance in Linear-width Neural Networks NIPS 2023
Probabilistic Invariant Learning with Randomized Linear Classifiers NIPS 2023
Why think step by step? Reasoning emerges from the locality of experience NIPS 2023
Online robust non-stationary estimation NIPS 2023
Continuous Parametric Optical Flow NIPS 2023
Feature learning via mean-field Langevin dynamics: classifying sparse parities and beyond NIPS 2023
Stability-Based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning AAAI 2023
Neural Diffeomorphic Non-uniform B-spline Flows AAAI 2023
Convergence of mean-field Langevin dynamics: time-space discretization, stochastic gradient, and variance reduction NIPS 2023
Explaining the effects of non-convergent MCMC in the training of Energy-Based Models ICML 2023
Approximate Heavy Tails in Offline (Multi-Pass) Stochastic Gradient Descent NIPS 2023
FP-Diffusion: Improving Score-based Diffusion Models by Enforcing the Underlying Score Fokker-Planck Equation ICML 2023
Dynamics of Finite Width Kernel and Prediction Fluctuations in Mean Field Neural Networks NIPS 2023
Variational Autoencoding Neural Operators ICML 2023
Benefits of monotonicity in safe exploration with Gaussian processes UAI 2023
Opposite Online Learning via Sequentially Integrated Stochastic Gradient Descent Estimators AAAI 2023
Neural Spline Search for Quantile Probabilistic Modeling AAAI 2023
A dynamic model of lexical experience for tracking of oral reading fluency ACL 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting NIPS 2023
Metropolis Sampling for Constrained Diffusion Models NIPS 2023
Perception for General-purpose Robot Manipulation AAAI 2023
Building the Bridge of Schrödinger: A Continuous Entropic Optimal Transport Benchmark NIPS 2023