evidence lower bound

Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes ICML 2024 Symmetric Equilibrium Learning of VAEs AISTATS 2024 Towards Understanding Future: Consistency Guided Probabilistic Modeling for Action Anticipation AAAI 2024 Bounding Evidence and Estimating Log-Likelihood in VAE AISTATS 2023 Cooperation in the Latent Space: The Benefits of Adding Mixture Components in Variational Autoencoders ICML 2023 Efficient Latent Variable Modeling for Knowledge-Grounded Dialogue Generation EMNLP 2023 Embracing the chaos: analysis and diagnosis of numerical instability in variational flows NeurIPS 2023 Explicitly Minimizing the Blur Error of Variational Autoencoders ICLR 2023 Latent SDEs on Homogeneous Spaces NeurIPS 2023 Law of Large Numbers for Bayesian two-layer Neural Network trained with Variational Inference COLT 2023 The ELBO of Variational Autoencoders Converges to a Sum of Entropies AISTATS 2023 Trans-Dimensional Generative Modeling via Jump Diffusion Models NeurIPS 2023 Uncertainty-aware Unsupervised Video Hashing AISTATS 2023 Variational Gaussian Processes with Decoupled Conditionals NeurIPS 2023 Cauchy–Schwarz Regularized Autoencoder JMLR 2022 Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound PGM 2022 Few-Shot Non-Parametric Learning with Deep Latent Variable Model NeurIPS 2022 Hindsight: Posterior-guided training of retrievers for improved open-ended generation ICLR 2022 Improving Variational Autoencoders with Density Gap-based Regularization NeurIPS 2022 Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function AISTATS 2022 Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022 Multi-Sample Training for Neural Image Compression NeurIPS 2022 On the detrimental effect of invariances in the likelihood for variational inference NeurIPS 2022 On the Limitations of Multimodal VAEs ICLR 2022 VAE Approximation Error: ELBO and Exponential Families ICLR 2022