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Bayesian Inference

518 directly classified papers

Papers per year

Papers

Identifying Weaknesses in Machine Translation Metrics Through Minimum Bayes Risk Decoding: A Case Study for COMET IJCNLP 2022
Approximate Bayesian Computation via Classification JMLR 2022
A Reparameterization of Mixtures of Truncated Basis Functions and its Applications PGM 2022
Deep Hierarchy in Bandits ICML 2022
Highly Efficient Structural Learning of Sparse Staged Trees PGM 2022
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference AISTATS 2022
Nonparametric Relational Models with Superrectangulation AISTATS 2022
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022
You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Relevance for Robust Bayesian Network MAP-Explanations PGM 2022
ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022
Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective NIPS 2022
Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding COLING 2022
Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination CVPR 2022
Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022
Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022
The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting EMNLP 2022
Society of Agents: Regret Bounds of Concurrent Thompson Sampling NIPS 2022
Bayesian Persuasion in Sequential Decision-Making AAAI 2022
Curiosity-Driven Exploration via Latent Bayesian Surprise AAAI 2022
Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection CVPR 2022
A Convergence Theory for SVGD in the Population Limit under Talagrand’s Inequality T1 ICML 2022
Why the Rich Get Richer? On the Balancedness of Random Partition Models ICML 2022