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amortized inference

102 papers

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variational inference (2069) variational autoencoder (1288) neural network (6616) generative model (2892) bayesian inference (1907) posterior approximation (132) latent variable model (564) importance sampling (318) latent variable (541) gaussian process (1200)

Papers

Generalization Gap in Amortized Inference NIPS 2022
Training stochastic stabilized supralinear networks by dynamics-neutral growth NIPS 2022
Generative Flow Networks for Discrete Probabilistic Modeling ICML 2022
Learning Neural Set Functions Under the Optimal Subset Oracle NIPS 2022
Probabilistic surrogate networks for simulators with unbounded randomness UAI 2022
Efficient inference for dynamic topic modeling with large vocabularies UAI 2022
Amortized Mixing Coupling Processes for Clustering NIPS 2022
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process AAAI 2022
Neural Point Process for Learning Spatiotemporal Event Dynamics L4DC 2022
Gaussian Process Modeling of Approximate Inference Errors for Variational Autoencoders CVPR 2022
Latent Time Neural Ordinary Differential Equations AAAI 2022
Amortized Inference for Heterogeneous Reconstruction in Cryo-EM NIPS 2022
Amortized Rejection Sampling in Universal Probabilistic Programming AISTATS 2022
Langevin Autoencoders for Learning Deep Latent Variable Models NIPS 2022
Structured Recognition for Generative Models with Explaining Away NIPS 2022
Foundation Posteriors for Approximate Probabilistic Inference NIPS 2022
Learning Not to Learn: Nature versus Nurture In Silico AAAI 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Drawing out of Distribution with Neuro-Symbolic Generative Models NIPS 2022
Automatic variational inference with cascading flows ICML 2021
Amortized Variational Inference for Simple Hierarchical Models NIPS 2021
Nested Variational Inference NIPS 2021
Deep Adaptive Design: Amortizing Sequential Bayesian Experimental Design ICML 2021
Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-Reinforcement Learning L4DC 2021
Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations ICML 2021