Bayesian Inference

Variational Phylogenetic Inference with Products over Bipartitions ICML 2025 Weight-Aware Activation Sparsity with Constrained Bayesian Optimization Scheduling for Large Language Models EMNLP 2025 Weighted Euclidean Distance Matrices over Mixed Continuous and Categorical Inputs for Gaussian Process Models AISTATS 2025 When narrower is better: the narrow width limit of Bayesian parallel branching neural networks ICLR 2025 Winner-takes-all for Multivariate Probabilistic Time Series Forecasting ICML 2025 Zero-Inflated Bandits ICML 2025 Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks JMLR 2025 f-Divergence Based Classification: Beyond the Use of Cross-Entropy ICML 2024 VITS : Variational Inference Thompson Sampling for contextual bandits ICML 2024 3D Gaussian Splatting as Markov Chain Monte Carlo NeurIPS 2024 A Bayesian Approach for Personalized Federated Learning in Heterogeneous Settings NeurIPS 2024 A Bayesian Approach to Data Point Selection NeurIPS 2024 A Bayesian Approach to Online Planning ICML 2024 A Bayesian Approach to OOD Robustness in Image Classification CVPR 2024 A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent AISTATS 2024 Abductive Reasoning in Logical Credal Networks NeurIPS 2024 A causality-inspired plus-minus model for player evaluation in team sports CLeaR 2024 Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo AISTATS 2024 Accelerating Convergence in Bayesian Few-Shot Classification ICML 2024 Accelerating Look-ahead in Bayesian Optimization: Multilevel Monte Carlo is All you Need ICML 2024 Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks ICLR 2024 Accurate Parameter Estimation for Safety-Critical Systems with Unmodeled Dynamics (Abstract Reprint) AAAI 2024 Accurate Training Data for Occupancy Map Prediction in Automated Driving Using Evidence Theory CVPR 2024 A Collocation-based Method for Addressing Challenges in Word-level Metric Differential Privacy ACL 2024 Active Preference Learning for Large Language Models ICML 2024