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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

1
9
127
168
460
385
2000
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Papers (including subtopics)

Uncertainty-Based Methods for Automated Process Reward Data Construction and Output Aggregation in Mathematical Reasoning AAAI 2026 Uncertainty-driven 3D Gaussian Splatting Active Mapping via Anisotropic Visibility Field CVPR 2026 Uncertainty Quantification of Click and Conversion Estimates for the Autobidding UAI 2026 Underdamped Langevin MCMC with third order convergence JMLR 2026 UniPixie: Unified and Probabilistic 3D Physics Learning via Flow Matching CVPR 2026 Universal Learning of Stochastic Dynamics for Exact Belief Propagation Using Bernstein Normalizing Flows AAAI 2026 Universal priors: solving empirical Bayes via Bayesian inference and pretraining COLT 2026 Upper entropy for 2-monotone lower probabilities UAI 2026 VA-p: Variational Policy Alignment for Pixel-Aware Autoregressive Generation CVPR 2026 Variance Computation for Weighted Model Counting with Knowledge Compilation Approach AAAI 2026 Variational Graph-based Normal Integration CVPR 2026 Variational Tail Bounds for Norms of Random Vectors and Matrices COLT 2026 VaSST: Variational Inference for Symbolic Regression using Soft Symbolic Trees UAI 2026 Vecchia-Inducing-Points Full-Scale Approximations for Gaussian Processes JMLR 2026 Vector-Valued Gaussian Processes for Approximating Divergence- or Rotation-free Vector Fields JMLR 2026 VENI: Variational Encoder for Natural Illumination CVPR 2026 Verbalizing LLM’s Higher-order Uncertainty via Imprecise Probabilities UAI 2026 VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck ACL 2026 Weighted Sequential Bayesian Inference for Non-Stationary Linear Contextual Bandits UAI 2026 What Type of Inference is Active Inference? UAI 2026 When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning ACL 2026 When Natural Strategies Meet Fuzziness and Resource-Bounded Actions AAAI 2026 Where and What: Reasoning Dynamic and Implicit Preferences in Situated Conversational Recommendation ACL 2026 A Bayesian account of pronoun and neopronoun acquisition NAACL 2025 A Bayesian Approach to L2 Fluency Ratings by Native and Nonnative Listeners Interspeech 2025