Bayesian & Probabilistic

Adaptive Gaussian Processes on Graphs via Spectral Graph Wavelets AISTATS 2022 Adaptive Multi-stage Density Ratio Estimation for Learning Latent Space Energy-based Model NeurIPS 2022 Additive Gaussian Processes Revisited ICML 2022 Adjoint-aided inference of Gaussian process driven differential equations NeurIPS 2022 Adversarial Attacks on Gaussian Process Bandits ICML 2022 Adversarial Robustness Guarantees for Gaussian Processes JMLR 2022 A generalization of the randomized singular value decomposition ICLR 2022 A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022 Amortized Inference for Causal Structure Learning NeurIPS 2022 Amortized Mixing Coupling Processes for Clustering NeurIPS 2022 Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation AAAI 2022 A Multi-Format Transfer Learning Model for Event Argument Extraction via Variational Information Bottleneck COLING 2022 Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022 Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation ICLR 2022 An Experimental Design Perspective on Model-Based Reinforcement Learning ICLR 2022 An Initialization Scheme for Meeting Separation with Spatial Mixture Models Interspeech 2022 A Nonconvex Framework for Structured Dynamic Covariance Recovery JMLR 2022 Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck Interspeech 2022 Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022 A Personalized Dialogue Generator with Implicit User Persona Detection COLING 2022 Approximate Inference for Stochastic Planning in Factored Spaces PGM 2022 A Probabilistic Framework for Land Deformation Prediction (Student Abstract) AAAI 2022 A Probabilistic Graph Coupling View of Dimension Reduction NeurIPS 2022 A Probabilistic Graphical Model Based on Neural-Symbolic Reasoning for Visual Relationship Detection CVPR 2022 A Reparameterization of Mixtures of Truncated Basis Functions and its Applications PGM 2022