amortized inference

TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences AAAI 2024 A decoder suffices for query-adaptive variational inference UAI 2023 Amortized Inference for Gaussian Process Hyperparameters of Structured Kernels UAI 2023 Amortized Reparametrization: Efficient and Scalable Variational Inference for Latent SDEs NeurIPS 2023 A theory of continuous generative flow networks ICML 2023 Better Training of GFlowNets with Local Credit and Incomplete Trajectories ICML 2023 Efficient Shapley Values Estimation by Amortization for Text Classification ACL 2023 From Perception to Programs: Regularize, Overparameterize, and Amortize ICML 2023 Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation NeurIPS 2023 Jana: Jointly amortized neural approximation of complex Bayesian models UAI 2023 Latent Neural ODEs with Sparse Bayesian Multiple Shooting ICLR 2023 Learning Space-Time Continuous Latent Neural PDEs from Partially Observed States NeurIPS 2023 Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series ICML 2023 Practical Equivariances via Relational Conditional Neural Processes NeurIPS 2023 Taming Continuous Posteriors for Latent Variational Dialogue Policies AAAI 2023 ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models ICLR 2022 Amortized Inference for Causal Structure Learning NeurIPS 2022 Amortized Inference for Heterogeneous Reconstruction in Cryo-EM NeurIPS 2022 Amortized Mixing Coupling Processes for Clustering NeurIPS 2022 Amortized Rejection Sampling in Universal Probabilistic Programming AISTATS 2022 Conditional Image Generation by Conditioning Variational Auto-Encoders ICLR 2022 Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process AAAI 2022 Deep Attentive Variational Inference ICLR 2022 Drawing out of Distribution with Neuro-Symbolic Generative Models NeurIPS 2022 Efficient inference for dynamic topic modeling with large vocabularies UAI 2022