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Bayesian Inference

523 papers

Papers per year

9
8
42
30
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Papers

A Metalearned Neural Circuit for Nonparametric Bayesian Inference NIPS 2024
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models NIPS 2024
Abductive Reasoning in Logical Credal Networks NIPS 2024
Bias Detection via Signaling NIPS 2024
Qualitative Mechanism Independence NIPS 2024
Safe Exploitative Play with Untrusted Type Beliefs NIPS 2024
Transformers Represent Belief State Geometry in their Residual Stream NIPS 2024
Structural Inference of Dynamical Systems with Conjoined State Space Models NIPS 2024
Online Bayesian Persuasion Without a Clue NIPS 2024
Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators NIPS 2024
Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal NIPS 2024
Variational Multi-scale Representation for Estimating Uncertainty in 3D Gaussian Splatting NIPS 2024
Transition Constrained Bayesian Optimization via Markov Decision Processes NIPS 2024
Intervention and Conditioning in Causal Bayesian Networks NIPS 2024
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NIPS 2024
Sampling-Resilient Multi-Object Tracking AAAI 2024
Full Bayesian Significance Testing for Neural Networks AAAI 2024
MAPTree: Beating “Optimal” Decision Trees with Bayesian Decision Trees AAAI 2024
PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance AAAI 2024
Constrained Bayesian Optimization under Partial Observations: Balanced Improvements and Provable Convergence AAAI 2024
Domain Invariant Learning for Gaussian Processes and Bayesian Exploration AAAI 2024
On Estimating the Gradient of the Expected Information Gain in Bayesian Experimental Design AAAI 2024
Root Cause Explanation of Outliers under Noisy Mechanisms AAAI 2024
Bayesian Inference with Complex Knowledge Graph Evidence AAAI 2024
Inference and Learning in Dynamic Decision Networks Using Knowledge Compilation AAAI 2024