Bayesian Inference

Thesis Proposal: Uncertainty in Knowledge Graph Embeddings NAACL 2025 Thompson Sampling for Bandit Convex Optimisation COLT 2025 Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model ICLR 2025 Time Series Supplier Allocation via Deep Black-Litterman Model AAAI 2025 Towards Comprehensive Evaluation of Open-Source Language Models: A Multi-Dimensional, User-Driven Approach ACL 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Towards Multi-System Log Anomaly Detection ACL 2025 Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression ICLR 2025 Trading Off Quality and Uncertainty Through Multi-Objective Optimisation in Batch Bayesian Optimisation AAAI 2025 Transfer-Aware Data Selection for Domain Adaptation in Text Retrieval EMNLP 2025 Truncated Inverse-Lévy Measure Representation of the Beta Process AISTATS 2025 Trusted Unified Feature-Neighborhood Dynamics for Multi-View Classification AAAI 2025 Trustworthy assessment of heterogeneous treatment effect estimator via analysis of relative error AISTATS 2025 Tuning Sequential Monte Carlo Samplers via Greedy Incremental Divergence Minimization ICML 2025 UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model ICML 2025 Uncertainty-aware Accurate Elevation Modeling for Off-road Navigation via Neural Processes CoRL 2025 Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems EMNLP 2025 Uncertainty-Aware Decoding with Minimum Bayes Risk ICLR 2025 Uncertainty-Aware Diffusion-Guided Refinement of 3D Scenes ICCV 2025 Uncertainty-Aware Iterative Preference Optimization for Enhanced LLM Reasoning ACL 2025 Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach WACV 2025 Uncertainty-Aware Self-Training for CTC-Based Automatic Speech Recognition AAAI 2025 Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep Classification RSS 2025 Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data Silos ICML 2025 Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025