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Variational Inference

1,952 papers

Papers per year

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31
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Papers

Moment Matching Deep Contrastive Latent Variable Models AISTATS 2022
Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function AISTATS 2022
Certifiably Robust Variational Autoencoders AISTATS 2022
Variational Autoencoders: A Harmonic Perspective AISTATS 2022
Resampling Base Distributions of Normalizing Flows AISTATS 2022
Double Control Variates for Gradient Estimation in Discrete Latent Variable Models AISTATS 2022
Generalised GPLVM with Stochastic Variational Inference AISTATS 2022
Structured variational inference in Bayesian state-space models AISTATS 2022
Effective Nonlinear Feature Selection Method based on HSIC Lasso and with Variational Inference AISTATS 2022
Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022
Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems ALT 2022
VIM: Variational Independent Modules for Video Prediction CLEAR 2022
A Personalized Dialogue Generator with Implicit User Persona Detection COLING 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation COLING 2022
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification COLING 2022
A Multi-Format Transfer Learning Model for Event Argument Extraction via Variational Information Bottleneck COLING 2022
Effective Data Augmentation for Sentence Classification Using One VAE per Class COLING 2022
Creative Painting with Latent Diffusion Models COLING 2022
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022
MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory Prediction CVPR 2022
Distinguishing Unseen From Seen for Generalized Zero-Shot Learning CVPR 2022
Robust Outlier Detection by De-Biasing VAE Likelihoods CVPR 2022
Exploiting Pseudo Labels in a Self-Supervised Learning Framework for Improved Monocular Depth Estimation CVPR 2022
Style-Structure Disentangled Features and Normalizing Flows for Diverse Icon Colorization CVPR 2022
Generating Diverse and Natural 3D Human Motions From Text CVPR 2022