Variational Inference

Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding ICML 2021 Improving Performance of Seen and Unseen Speech Style Transfer in End-to-End Neural TTS Interspeech 2021 Improving predictions of Bayesian neural nets via local linearization AISTATS 2021 Improving Sample Efficiency in Model-Free Reinforcement Learning from Images AAAI 2021 Improving VAEs' Robustness to Adversarial Attack ICLR 2021 Inductive Topic Variational Graph Auto-Encoder for Text Classification NAACL 2021 Integrating Human Gaze Into Attention for Egocentric Activity Recognition WACV 2021 Intermediate Layer Optimization for Inverse Problems using Deep Generative Models ICML 2021 Invertible Tabular GANs: Killing Two Birds with One Stone for Tabular Data Synthesis NeurIPS 2021 iVPF: Numerical Invertible Volume Preserving Flow for Efficient Lossless Compression CVPR 2021 Joint Demosaicking and Denoising in the Wild: The Case of Training Under Ground Truth Uncertainty AAAI 2021 Laplace Redux - Effortless Bayesian Deep Learning NeurIPS 2021 Large-Scale Wasserstein Gradient Flows NeurIPS 2021 Latent Gaussian process with composite likelihoods and numerical quadrature AISTATS 2021 Latent Matters: Learning Deep State-Space Models NeurIPS 2021 Layer-Assisted Neural Topic Modeling over Document Networks IJCAI 2021 Learning a Latent Search Space for Routing Problems using Variational Autoencoders ICLR 2021 Learning an Explicit Weighting Scheme for Adapting Complex HSI Noise CVPR 2021 Learning Disentangled Behavior Embeddings NeurIPS 2021 Learning Energy-Based Models by Diffusion Recovery Likelihood ICLR 2021 Learning Intuitive Physics with Multimodal Generative Models AAAI 2021 Learning Latent Architectural Distribution in Differentiable Neural Architecture Search via Variational Information Maximization ICCV 2021 Learning Opinion Summarizers by Selecting Informative Reviews EMNLP 2021 Learning proposals for probabilistic programs with inference combinators UAI 2021 Learning Scalable lY=-Constrained Near-Lossless Image Compression via Joint Lossy Image and Residual Compression CVPR 2021