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Variational Inference

1946 directly classified papers

Papers per year

Papers

Feature Space Particle Inference for Neural Network Ensembles ICML 2022
Posterior Matching for Arbitrary Conditioning NIPS 2022
Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022
Easy Variational Inference for Categorical Models via an Independent Binary Approximation ICML 2022
Jointly Learning Guidance Induction and Faithful Summary Generation via Conditional Variational Autoencoders NAACL 2022
Bit Prioritization in Variational Autoencoders via Progressive Coding ICML 2022
Resampling Base Distributions of Normalizing Flows AISTATS 2022
VarScene: A Deep Generative Model for Realistic Scene Graph Synthesis ICML 2022
Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking ACL 2022
Is Discourse Role Important for Emotion Recognition in Conversation? AAAI 2022
Continual Learning via Sequential Function-Space Variational Inference ICML 2022
Variational Inference for Infinitely Deep Neural Networks ICML 2022
Laplacian Autoencoders for Learning Stochastic Representations NIPS 2022
Posterior Collapse of a Linear Latent Variable Model NIPS 2022
Function-space Inference with Sparse Implicit Processes ICML 2022
Learning Interpretable Latent Dialogue Actions With Less Supervision AACL 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder ICML 2022
Weakly supervised causal representation learning NIPS 2022
Fat–Tailed Variational Inference with Anisotropic Tail Adaptive Flows ICML 2022
Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022
AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE ACML 2022
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization ICML 2022
Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue ACL 2022
Creative Painting with Latent Diffusion Models COLING 2022
Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022