Probabilistic Modeling

Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation NeurIPS 2024 Sparse Bayesian Generative Modeling for Compressive Sensing NeurIPS 2024 Sparse Graphical Linear Dynamical Systems JMLR 2024 Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces JMLR 2024 Spectral Learning of Shared Dynamics Between Generalized-Linear Processes NeurIPS 2024 SPUQ: Perturbation-Based Uncertainty Quantification for Large Language Models EACL 2024 Stable Implementation of Probabilistic ODE Solvers JMLR 2024 Statistical and Geometrical properties of the Kernel Kullback-Leibler divergence NeurIPS 2024 Statistically Optimal Generative Modeling with Maximum Deviation from the Empirical Distribution ICML 2024 Stochastic Gradient Descent for Gaussian Processes Done Right ICLR 2024 Stochastic Localization via Iterative Posterior Sampling ICML 2024 Stochastic Neural Simulator for Generalizing Dynamical Systems across Environments IJCAI 2024 Streaming Bayes GFlowNets NeurIPS 2024 Structural Inference of Dynamical Systems with Conjoined State Space Models NeurIPS 2024 Structural Inference with Dynamics Encoding and Partial Correlation Coefficients ICLR 2024 Structured Optimal Variational Inference for Dynamic Latent Space Models JMLR 2024 Style Adaptation and Uncertainty Estimation for Multi-Source Blended-Target Domain Adaptation NeurIPS 2024 Subtractive Mixture Models via Squaring: Representation and Learning ICLR 2024 SUMix: Mixup with Semantic and Uncertain Information ECCV 2024 Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs ICLR 2024 TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series ICLR 2024 Taking a turn for the better: Conversation redirection throughout the course of mental-health therapy EMNLP 2024 Testing exchangeability by pairwise betting AISTATS 2024 The ALℓ_0CORE Tensor Decomposition for Sparse Count Data AISTATS 2024 The Bayesian sampling in a canonical recurrent circuit with a diversity of inhibitory interneurons NeurIPS 2024