Probabilistic Modeling

AmortizedPeriod: Attention-based Amortized Inference for Periodicity Identification ICLR 2024 An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation ICML 2024 A Neural Framework for Generalized Causal Sensitivity Analysis ICLR 2024 A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models NeurIPS 2024 An Information Theoretic Approach to Interaction-Grounded Learning ICML 2024 A Novel Energy Based Model Mechanism for Multi-Modal Aspect-Based Sentiment Analysis AAAI 2024 A Persuasive Approach to Combating Misinformation ICML 2024 Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation? EMNLP 2024 Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? NeurIPS 2024 ARM: Alignment with Residual Energy-Based Model NAACL 2024 Arrows of Time for Large Language Models ICML 2024 A scalable generative model for dynamical system reconstruction from neuroimaging data NeurIPS 2024 A Tractable Inference Perspective of Offline RL NeurIPS 2024 A Unified View of FANOVA: A Comprehensive Bayesian Framework for Component Selection and Estimation ICML 2024 A Unifying Normative Framework of Decision Confidence NeurIPS 2024 Automated Statistical Model Discovery with Language Models ICML 2024 A Variational Approach to Bayesian Phylogenetic Inference JMLR 2024 A Variational Framework for Estimating Continuous Treatment Effects with Measurement Error ICLR 2024 Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models AISTATS 2024 Balancing Computational Cost and Accuracy in Inference of Continuous Bayesian Networks PGM 2024 Bayesian Adaptation of Network Depth and Width for Continual Learning ICML 2024 Bayesian Design Principles for Offline-to-Online Reinforcement Learning ICML 2024 Bayesian Exploration Networks ICML 2024 Bayesian Low-rank Adaptation for Large Language Models ICLR 2024 Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation ICLR 2024