Variational Inference

Disentangling Generative Factors in Natural Language with Discrete Variational Autoencoders EMNLP 2021 Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA NeurIPS 2021 Disentangling the Roles of Curation, Data-Augmentation and the Prior in the Cold Posterior Effect NeurIPS 2021 Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors NAACL 2021 Diversity and Consistency: Exploring Visual Question-Answer Pair Generation EMNLP 2021 Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference IJCAI 2021 Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration ICLR 2021 Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity NeurIPS 2021 Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations ICML 2021 EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders MLHC 2021 Evaluating the Disentanglement of Deep Generative Models through Manifold Topology ICLR 2021 Event Representation with Sequential, Semi-Supervised Discrete Variables NAACL 2021 Evidential Softmax for Sparse Multimodal Distributions in Deep Generative Models NeurIPS 2021 Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021 Factorising Meaning and Form for Intent-Preserving Paraphrasing ACL 2021 Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-Identification CVPR 2021 Finetuning Pretrained Transformers into Variational Autoencoders EMNLP 2021 FlowPrior: Learning Expressive Priors for Latent Variable Sentence Models NAACL 2021 Forecasting Reservoir Inflow via Recurrent Neural ODEs AAAI 2021 Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021 From Rain Generation to Rain Removal CVPR 2021 Full-Body Motion From a Single Head-Mounted Device: Generating SMPL Poses From Partial Observations ICCV 2021 Future Moment Assessment for Action Query WACV 2021 Generalized Doubly Reparameterized Gradient Estimators ICML 2021 Generalized Multimodal ELBO ICLR 2021