Probabilistic Modeling

Random probabilistic circuits UAI 2021 Raven's Progressive Matrices Completion with Latent Gaussian Process Priors AAAI 2021 Reasoning about Beliefs and Meta-Beliefs by Regression in an Expressive Probabilistic Action Logic IJCAI 2021 Reconciling Rewards with Predictive State Representations IJCAI 2021 Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian Networks NeurIPS 2021 Regularized Frank-Wolfe for Dense CRFs: Generalizing Mean Field and Beyond NeurIPS 2021 Relaxed Clustered Hawkes Process for Student Procrastination Modeling in MOOCs AAAI 2021 Relaxed Marginal Consistency for Differentially Private Query Answering NeurIPS 2021 Reliable Estimation of KL Divergence using a Discriminator in Reproducing Kernel Hilbert Space NeurIPS 2021 Retrofitting High Availability Mechanism to Tame Hybrid Transaction/Analytical Processing OSDI 2021 RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs ICLR 2021 RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting ICML 2021 Sample-Efficient L0-L2 Constrained Structure Learning of Sparse Ising Models AAAI 2021 Scalable gradient matching based on state space Gaussian Processes ACML 2021 Scalable Inference of Sparsely-changing Gaussian Markov Random Fields NeurIPS 2021 Scalable Learning and MAP Inference for Nonsymmetric Determinantal Point Processes ICLR 2021 Scalable Variational Gaussian Processes via Harmonic Kernel Decomposition ICML 2021 Scaling Ensemble Distribution Distillation to Many Classes with Proxy Targets NeurIPS 2021 Self-Adaptable Point Processes with Nonparametric Time Decays NeurIPS 2021 Self-Supervised Self-Supervision by Combining Deep Learning and Probabilistic Logic AAAI 2021 Sequential core-set Monte Carlo UAI 2021 Set Prediction without Imposing Structure as Conditional Density Estimation ICLR 2021 SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data ICML 2021 Similarity measure for sparse time course data based on Gaussian processes UAI 2021 Sinusoidal Flow: A Fast Invertible Autoregressive Flow ACML 2021