Bayesian & Probabilistic

Why the Rich Get Richer? On the Balancedness of Random Partition Models ICML 2022 Wide Bayesian neural networks have a simple weight posterior: theory and accelerated sampling ICML 2022 You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis EMNLP 2022 You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 2022 A Bayesian Approach for Subset Selection in Contextual Bandits AAAI 2021 A Bayesian Contiguous Partitioning Method for Learning Clustered Latent Variables JMLR 2021 A Bayesian Framework for Information-Theoretic Probing EMNLP 2021 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Accelerating Convergence of Replica Exchange Stochastic Gradient MCMC via Variance Reduction ICLR 2021 A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NeurIPS 2021 A Computationally Efficient Method for Learning Exponential Family Distributions NeurIPS 2021 Acoustic Event Detection with Classifier Chains Interspeech 2021 Active Assessment of Prediction Services as Accuracy Surface Over Attribute Combinations NeurIPS 2021 Active Offline Policy Selection NeurIPS 2021 Adaptive Experimental Design for Optimizing Combinatorial Structures IJCAI 2021 A Data-Driven Approach for Gin Rummy Hand Evaluation AAAI 2021 Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021 A Differentiable Point Process with Its Application to Spiking Neural Networks ICML 2021 A Discriminative Technique for Multiple-Source Adaptation ICML 2021 Affective Processes: Stochastic Modelling of Temporal Context for Emotion and Facial Expression Recognition CVPR 2021 A Gaussian Process-Bayesian Bernoulli Mixture Model for Multi-Label Active Learning NeurIPS 2021 A General Class of Transfer Learning Regression without Implementation Cost AAAI 2021 A Generalised Linear Model Framework for β-Variational Autoencoders based on Exponential Dispersion Families JMLR 2021 Alpha-Stable Autoregressive Fast Multichannel Nonnegative Matrix Factorization for Joint Speech Enhancement and Dereverberation Interspeech 2021 An Alternative Probabilistic Interpretation of the Huber Loss CVPR 2021