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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Hierarchical Multi-Grained Generative Model for Expressive Speech Synthesis INTERSPEECH 2020
Walsh-Hadamard Variational Inference for Bayesian Deep Learning NIPS 2020
Layering-MCMC for Structure Learning in Bayesian Networks UAI 2020
Riemannian Continuous Normalizing Flows NIPS 2020
Target–Aware Bayesian Inference: How to Beat Optimal Conventional Estimators JMLR 2020
Scalable Uncertainty for Computer Vision With Functional Variational Inference CVPR 2020
Inter-domain Deep Gaussian Processes ICML 2020
Constraing-Based Learning for Continous-Time Bayesian Networks PGM 2020
Markovian Score Climbing: Variational Inference with KL(p||q) NIPS 2020
Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations NIPS 2020
Bayesian Hierarchical Words Representation Learning ACL 2020
Uncertain Natural Language Inference ACL 2020
Log-Likelihood Ratio Minimizing Flows: Towards Robust and Quantifiable Neural Distribution Alignment NIPS 2020
Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery AISTATS 2020
Modulating Surrogates for Bayesian Optimization ICML 2020
Modeling Ambiguity with Many Annotators and Self-Assessments of Annotator Certainty COLING 2020
Towards Scalable Bayesian Learning of Causal DAGs NIPS 2020
Undirected Graphical Models as Approximate Posteriors ICML 2020
Improving Local Identifiability in Probabilistic Box Embeddings NIPS 2020
SetRank: A Setwise Bayesian Approach for Collaborative Ranking from Implicit Feedback AAAI 2020
Bayesian joint state and parameter tracking in autoregressive models L4DC 2020
A Locally Adaptive Bayesian Cubature Method AISTATS 2020
Sub-linear Regret Bounds for Bayesian Optimisation in Unknown Search Spaces NIPS 2020
Low Resource Sequence Tagging with Weak Labels AAAI 2020
A Variational Point Process Model for Social Event Sequences AAAI 2020