Probabilistic Modeling

A Tale of Two Latent Flows: Learning Latent Space Normalizing Flow with Short-Run Langevin Flow for Approximate Inference AAAI 2023 A Theoretical Framework for Inference and Learning in Predictive Coding Networks ICLR 2023 Attention as Implicit Structural Inference NeurIPS 2023 A Unifying Formal Approach to Importance Values in Boolean Functions IJCAI 2023 Autoregressive Conditional Neural Processes ICLR 2023 BaCaDI: Bayesian Causal Discovery with Unknown Interventions AISTATS 2023 Bayesian Estimation of Differential Privacy ICML 2023 Bayesian Learning via Q-Exponential Process NeurIPS 2023 Bayesian nonparametric (non-)renewal processes for analyzing neural spike train variability NeurIPS 2023 Bayesian Progressive Deep Topic Model with Knowledge Informed Textual Data Coarsening Process ICML 2023 Bayesian target optimisation for high-precision holographic optogenetics NeurIPS 2023 Bypassing spike sorting: Density-based decoding using spike localization from dense multielectrode probes NeurIPS 2023 Calibrating Transformers via Sparse Gaussian Processes ICLR 2023 CataBEEM: Integrating Latent Interaction Categories in Node-wise Community Detection Models for Network Data ICML 2023 Causal Conditional Hidden Markov Model for Multimodal Traffic Prediction AAAI 2023 Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data NeurIPS 2023 Causal Inference Despite Limited Global Confounding via Mixture Models CLeaR 2023 C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of Confounder NeurIPS 2023 Certifying Fairness of Probabilistic Circuits AAAI 2023 Characteristic Circuits NeurIPS 2023 Cluster-Specific Predictions with Multi-Task Gaussian Processes JMLR 2023 CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design ICML 2023 CoDrug: Conformal Drug Property Prediction with Density Estimation under Covariate Shift NeurIPS 2023 Cognitive Dissonance: Why Do Language Model Outputs Disagree with Internal Representations of Truthfulness? EMNLP 2023 Coherent Probabilistic Forecasting of Temporal Hierarchies AISTATS 2023