Bayesian Inference

Conformal Prediction Sets Improve Human Decision Making ICML 2024 ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection ICLR 2024 Conjugate Bayesian Two-step Change Point Detection for Hawkes Process NeurIPS 2024 Connecting the Dots: Is Mode-Connectedness the Key to Feasible Sample-Based Inference in Bayesian Neural Networks? ICML 2024 Constrained Bayesian Optimization under Partial Observations: Balanced Improvements and Provable Convergence AAAI 2024 Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics ICML 2024 Constrained Sampling with Primal-Dual Langevin Monte Carlo NeurIPS 2024 Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective NeurIPS 2024 Continual learning with the neural tangent ensemble NeurIPS 2024 Continuous Relational Diffusion Driven Topic Model with Multi-grained Text for Microblog COLING 2024 Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation NeurIPS 2024 Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound NeurIPS 2024 Convolutional Deep Kernel Machines ICLR 2024 Copula Conformal prediction for multi-step time series prediction ICLR 2024 Coreset Markov chain Monte Carlo AISTATS 2024 Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index NeurIPS 2024 Credal Deep Ensembles for Uncertainty Quantification NeurIPS 2024 Critical feature learning in deep neural networks ICML 2024 CryoSPIN: Improving Ab-Initio Cryo-EM Reconstruction with Semi-Amortized Pose Inference NeurIPS 2024 Cylindrical Thompson Sampling for High-Dimensional Bayesian Optimization AISTATS 2024 Data-Adaptive Probabilistic Likelihood Approximation for Ordinary Differential Equations AISTATS 2024 Data Poisoning Attacks against Conformal Prediction ICML 2024 DC-MBR: Distributional Cooling for Minimum Bayesian Risk Decoding COLING 2024 Debiased Distribution Compression ICML 2024 Decoupling Feature Extraction and Classification Layers for Calibrated Neural Networks ICML 2024