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Variational Inference

1946 directly classified papers

Papers per year

Papers

Deep Conditional Gaussian Mixture Model for Constrained Clustering NIPS 2021
Bridging Explicit and Implicit Deep Generative Models via Neural Stein Estimators NIPS 2021
Leveraging Recursive Gumbel-Max Trick for Approximate Inference in Combinatorial Spaces NIPS 2021
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity NIPS 2021
Latent Matters: Learning Deep State-Space Models NIPS 2021
Variational Model Inversion Attacks NIPS 2021
Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning NIPS 2021
Asymmetric Gained Deep Image Compression With Continuous Rate Adaptation CVPR 2021
Causal Attention for Vision-Language Tasks CVPR 2021
Variational Inference for Learning Representations of Natural Language Edits AAAI 2021
Learning Intuitive Physics with Multimodal Generative Models AAAI 2021
Factorising Meaning and Form for Intent-Preserving Paraphrasing ACL 2021
Deep Neural Networks as Point Estimates for Deep Gaussian Processes NIPS 2021
HyperSPNs: Compact and Expressive Probabilistic Circuits NIPS 2021
Challenges and Opportunities in High Dimensional Variational Inference NIPS 2021
BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery NIPS 2021
Neural Attention-Aware Hierarchical Topic Model EMNLP 2021
Open Knowledge Graphs Canonicalization using Variational Autoencoders EMNLP 2021
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021
Diversity and Consistency: Exploring Visual Question-Answer Pair Generation EMNLP 2021
Speculative Sampling in Variational Autoencoders for Dialogue Response Generation EMNLP 2021
Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE CVPR 2021
VaB-AL: Incorporating Class Imbalance and Difficulty With Variational Bayes for Active Learning CVPR 2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition NIPS 2021
Learning Disentangled Behavior Embeddings NIPS 2021