Bayesian Inference

Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference NeurIPS 2024 Active Statistical Inference ICML 2024 Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach AISTATS 2024 Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling ECCV 2024 Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization EMNLP 2024 Adaptive importance sampling for heavy-tailed distributions via $α$-divergence minimization AISTATS 2024 Adaptive Observation Cost Control for Variational Quantum Eigensolvers ICML 2024 A Data-Adaptive RKHS Prior for Bayesian Learning of Kernels in Operators JMLR 2024 Additive smoothing error in backward variational inference for general state-space models JMLR 2024 A Differentiable Partially Observable Generalized Linear Model with Forward-Backward Message Passing ICML 2024 A Divide and Conquer Approach for Solving Structural Causal Models PGM 2024 Adversarial Likelihood Estimation With One-Way Flows WACV 2024 Adversarially-Robust Inference on Trees via Belief Propagation COLT 2024 A Fixed-Parameter Tractable Algorithm for Counting Markov Equivalence Classes with the Same Skeleton AAAI 2024 A flexible empirical Bayes approach to multiple linear regression and connections with penalized regression JMLR 2024 A Framework for Improving the Reliability of Black-box Variational Inference JMLR 2024 A Hypothesis-Driven Framework for the Analysis of Self-Rationalising Models EACL 2024 Ai-sampler: Adversarial Learning of Markov kernels with involutive maps ICML 2024 Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space COLT 2024 All-in-one simulation-based inference ICML 2024 A Metalearned Neural Circuit for Nonparametric Bayesian Inference NeurIPS 2024 Amortized Bayesian Experimental Design for Decision-Making NeurIPS 2024 Amortized Variational Deep Kernel Learning ICML 2024 Amortizing intractable inference in diffusion models for vision, language, and control NeurIPS 2024 An Adaptive Implicit Hitting Set Algorithm for MAP and MPE Inference PGM 2024