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Bayesian & Probabilistic

5,407 papers (3 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Probabilistic Modeling (3,137) Bayesian Learning (1,734) Bayesian Inference (1,087) Variational Inference (275) Bayesian Networks (103) Gaussian Processes (88)

Papers per year

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9
127
168
460
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2000
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Papers (including subtopics)

Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design UAI 2026 Partially Observed Structural Causal Models UAI 2026 Particle GFlowNets: Rethinking Generative Marginalization Models UAI 2026 Paths Not Taken: Structure-Based Pruning in PSDD Learning and Inference AAAI 2026 Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026 PhysGS: Bayesian-Inferred Gaussian Splatting for Physical Property Estimation CVPR 2026 Physical Object Understanding with a Physically Controllable World Model CVPR 2026 Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification AAAI 2026 Poisson–Gamma Modeling of Inter-Relational Dependencies in Dynamic Knowledge Graphs UAI 2026 Possibilistic Instrumental Variable Regression with Potentially Invalid Instruments UAI 2026 Potential Outcome Rankings for Counterfactual Decision Making AAAI 2026 PPM-CLIP: Probabilistic Prompt Modeling for Generalizable AI-Generated Image Detection CVPR 2026 PrAda-GAN: A Private Adaptive Generative Adversarial Network with Bayes Network Structure AAAI 2026 Prediction of Hospital Associated Infections During Continuous Hospital Stays AAAI 2026 PRISM: Calibrated Bayesian Fusion and Auditable Attribution for Reliable LLM Event Prediction from Text UAI 2026 PRISM: Probabilistic Reward Model with Inherent Structural Modeling ACL 2026 Probabilistic Discrepancy Learning for Roadside LiDAR Scene Completion CVPR 2026 Probabilistic Edge Modulation for High-Dimensional Causal Discovery UAI 2026 Probabilistic Prompt Adaptation for Unified Image Aesthetics and Quality Assessment CVPR 2026 ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias AAAI 2026 ProM3E: Probabilistic Masked MultiModal Embedding Model for Ecology CVPR 2026 Proofbusters at SemEval-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via LLM-Guided Structure Extraction and Deterministic Validation SemEval 2026 Provably Safe Stein Variational Clarity-Aware Informative Planning L4DC 2026 PSPO: Prompt-Level Prioritization and Experience-Weighted Smoothing for Efficient Policy Optimization AAAI 2026 PTC-Depth: Pose-Refined Monocular Depth Estimation with Temporal Consistency CVPR 2026