Bayesian Inference

Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors NeurIPS 2024 Prior-dependent analysis of posterior sampling reinforcement learning with function approximation AISTATS 2024 Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NeurIPS 2024 Private Language Models via Truncated Laplacian Mechanism EMNLP 2024 Probabilistic Feature Matching for Fast Scalable Visual Prompting IJCAI 2024 Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo ICML 2024 Probabilistic ODE solvers for integration error-aware numerical optimal control L4DC 2024 Probabilistic Offline Policy Ranking with Approximate Bayesian Computation AAAI 2024 Probabilistic Routing for Graph-Based Approximate Nearest Neighbor Search ICML 2024 Probabilistic size-and-shape functional mixed models NeurIPS 2024 Probabilistic Subgoal Representations for Hierarchical Reinforcement Learning ICML 2024 Probabilistic Time Series Modeling with Decomposable Denoising Diffusion Model ICML 2024 Prompt Learning with Extended Kalman Filter for Pre-trained Language Models IJCAI 2024 Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction ICLR 2024 Provable Posterior Sampling with Denoising Oracles via Tilted Transport NeurIPS 2024 Provably Efficient CVaR RL in Low-rank MDPs ICLR 2024 Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction NeurIPS 2024 Provably Scalable Black-Box Variational Inference with Structured Variational Families ICML 2024 PyRater: A Python Toolkit for Annotation Analysis COLING 2024 Q-conjugate Message Passing for Efficient Bayesian Inference PGM 2024 QCS-SGM+: Improved Quantized Compressed Sensing with Score-Based Generative Models AAAI 2024 Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model NeurIPS 2024 Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent ICML 2024 Quality-Weighted Vendi Scores And Their Application To Diverse Experimental Design ICML 2024 Quasi-Bayes meets Vines NeurIPS 2024