Stochastic Processes

Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood ICLR 2024 Learning invariant representations of time-homogeneous stochastic dynamical systems ICLR 2024 Learning multivariate temporal point processes via the time-change theorem AISTATS 2024 Learning the Infinitesimal Generator of Stochastic Diffusion Processes NeurIPS 2024 Learning World Models for Unconstrained Goal Navigation NeurIPS 2024 Leave-one-out Distinguishability in Machine Learning ICLR 2024 Leveraging Continuous Time to Understand Momentum When Training Diagonal Linear Networks AISTATS 2024 Linear Convergence of Black-Box Variational Inference: Should We Stick the Landing? AISTATS 2024 Log-concave Sampling from a Convex Body with a Barrier: a Robust and Unified Dikin Walk NeurIPS 2024 Lossy Context Surprisal Predicts Task-Dependent Patterns in Relative Clause Processing CoNLL 2024 Markovian Flow Matching: Accelerating MCMC with Continuous Normalizing Flows NeurIPS 2024 Mean-Field Analysis for Learning Subspace-Sparse Polynomials with Gaussian Input NeurIPS 2024 Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach NeurIPS 2024 Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling JMLR 2024 Measuring Sample Quality in Algorithms for Intractable Normalizing Function Problems JMLR 2024 Memory of recurrent networks: Do we compute it right? JMLR 2024 Meta-Learning Universal Priors Using Non-Injective Change of Variables NeurIPS 2024 MFT: Long-Term Tracking of Every Pixel WACV 2024 MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process ICLR 2024 MINDE: Mutual Information Neural Diffusion Estimation ICLR 2024 Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles AISTATS 2024 Minimum Entropy Coupling with Bottleneck NeurIPS 2024 Mmm whatcha say? Uncovering distal and proximal context effects in first and second-language word perception using psychophysical reverse correlation Interspeech 2024 Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NeurIPS 2024 Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems ICLR 2024