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amortized inference

102 papers

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Co-occurring keywords

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

Nested Variational Inference NIPS 2021
Amortized Variational Inference for Simple Hierarchical Models NIPS 2021
Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-Reinforcement Learning L4DC 2021
AR-DAE: Towards Unbiased Neural Entropy Gradient Estimation ICML 2020
Infomax Neural Joint Source-Channel Coding via Adversarial Bit Flip AAAI 2020
Task-Agnostic Amortized Inference of Gaussian Process Hyperparameters NIPS 2020
Localizing and Amortizing: Efficient Inference for Gaussian Processes ACML 2020
Amortized Bayesian Optimization over Discrete Spaces UAI 2020
Structured Conditional Continuous Normalizing Flows for Efficient Amortized Inference in Graphical Models AISTATS 2020
Amortized Inference of Variational Bounds for Learning Noisy-OR AISTATS 2020
Discrete Latent Variable Representations for Low-Resource Text Classification ACL 2020
Amortized Finite Element Analysis for Fast PDE-Constrained Optimization ICML 2020
Learning from the Past: Continual Meta-Learning with Bayesian Graph Neural Networks AAAI 2020
Meta-Amortized Variational Inference and Learning AAAI 2020
Narrative Text Generation with a Latent Discrete Plan EMNLP 2020
The Autoencoding Variational Autoencoder NIPS 2020
Learning Sparse Prototypes for Text Generation NIPS 2020
Recursive Inference for Variational Autoencoders NIPS 2020
On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond ACL 2020
Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics ACL 2020
Meta-Learning with Shared Amortized Variational Inference ICML 2020
Target–Aware Bayesian Inference: How to Beat Optimal Conventional Estimators JMLR 2020
Amortized Population Gibbs Samplers with Neural Sufficient Statistics ICML 2020
Better Transfer Learning with Inferred Successor Maps NIPS 2019
Auto-Encoding Variational Neural Machine Translation ACL 2019