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Bayesian Inference

4821 directly classified papers

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Papers

K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences CVPR 2025
Structure-Conditional Minimum Bayes Risk Decoding EMNLP 2025
Bayesian Test-Time Adaptation for Vision-Language Models CVPR 2025
On the Role of Unobserved Sequences on Sample-based Uncertainty Quantification for LLMs EMNLP 2025
Error Bounds for Gaussian Process Regression Under Bounded Support Noise with Applications to Safety Certification AAAI 2025
Model-based Large Language Model Customization as Service EMNLP 2025
pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025
Context in Public Health for Underserved Communities: A Bayesian Approach to Online Restless Bandits AAAI 2025
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework AAAI 2025
Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025
Surprise Calibration for Better In-Context Learning EMNLP 2025
Enhancing Logical Reasoning in Language Models via Symbolically-Guided Monte Carlo Process Supervision EMNLP 2025
Case-Based Decision-Theoretic Decoding with Quality Memories EMNLP 2025
CDI: Copyrighted Data Identification in Diffusion Models CVPR 2025
Unified Uncertainty-Aware Diffusion for Multi-Agent Trajectory Modeling CVPR 2025
LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty CVPR 2025
Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation CVPR 2025
Adaptive Deep Learning from Crowds IJCAI 2025
Identifying Drivers of Predictive Aleatoric Uncertainty IJCAI 2025
Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025
Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025
Reference-Based Post-OCR Processing with LLM for Precise Diacritic Text in Historical Document Recognition AAAI 2025
Multi-Objective Molecular Design Through Learning Latent Pareto Set AAAI 2025
New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025