Bayesian & Probabilistic

Learning decomposable models by coarsening PGM 2020 Learning General Latent-Variable Graphical Models with Predictive Belief Propagation AAAI 2020 Learning Interpretable Relationships between Entities, Relations and Concepts via Bayesian Structure Learning on Open Domain Facts ACL 2020 Learning in the Wild with Incremental Skeptical Gaussian Processes IJCAI 2020 Learning Ising and Potts Models with Latent Variables AISTATS 2020 Learning Latent Space Energy-Based Prior Model NeurIPS 2020 Learning LWF Chain Graphs: A Markov Blanket Discovery Approach UAI 2020 Learning Probabilistic Sentence Representations from Paraphrases ACL 2020 Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NeurIPS 2020 Learning to Learn Variational Semantic Memory NeurIPS 2020 Learning to Reason: Leveraging Neural Networks for Approximate DNF Counting AAAI 2020 Learning Weighted Model Integration Distributions AAAI 2020 Leveraging Document-Level Label Consistency for Named Entity Recognition IJCAI 2020 Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations NeurIPS 2020 Lifted Hybrid Variational Inference IJCAI 2020 Lifted Query Answering in Gaussian Bayesian Networks PGM 2020 Localizing and Amortizing: Efficient Inference for Gaussian Processes ACML 2020 Log-Likelihood Ratio Minimizing Flows: Towards Robust and Quantifiable Neural Distribution Alignment NeurIPS 2020 Lower Bounds for Testing Graphical Models: Colorings and Antiferromagnetic Ising Models JMLR 2020 Low Resource Sequence Tagging with Weak Labels AAAI 2020 Making Sense of Reinforcement Learning and Probabilistic Inference ICLR 2020 Manifold GPLVMs for discovering non-Euclidean latent structure in neural data NeurIPS 2020 MAP Inference for Customized Determinantal Point Processes via Maximum Inner Product Search AISTATS 2020 Marginal Densities, Factor Graph Duality, and High-Temperature Series Expansions AISTATS 2020 Markovian Score Climbing: Variational Inference with KL(p||q) NeurIPS 2020