Variational Inference

Gradient-Free Kernel Stein Discrepancy NeurIPS 2023 Hyperbolic VAE via Latent Gaussian Distributions NeurIPS 2023 Identifiability Guarantees for Causal Disentanglement from Soft Interventions NeurIPS 2023 Latent Variable Representation for Reinforcement Learning ICLR 2023 Law of Large Numbers for Bayesian two-layer Neural Network trained with Variational Inference COLT 2023 Learning in temporally structured environments ICLR 2023 Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation NeurIPS 2023 Rhino: Deep Causal Temporal Relationship Learning with History-dependent Noise ICLR 2023 Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent NeurIPS 2023 Variational Inference with Gaussian Score Matching NeurIPS 2023 Variational Latent Branching Model for Off-Policy Evaluation ICLR 2023 Weakly Supervised Segmentation With Point Annotations for Histopathology Images via Contrast-Based Variational Model CVPR 2023 Approximate Inference for Stochastic Planning in Factored Spaces PGM 2022 BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning ACML 2022 C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks ICLR 2022 Disentangled Variational Topic Inference for Topic-Accurate Financial Report Generation EMNLP 2022 Embrace the Gap: VAEs Perform Independent Mechanism Analysis NeurIPS 2022 Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022 Hindsight: Posterior-guided training of retrievers for improved open-ended generation ICLR 2022 Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface ICLR 2022 Knowledge Distillation via Constrained Variational Inference AAAI 2022 Latent Time Neural Ordinary Differential Equations AAAI 2022 Learning Object-Oriented Dynamics for Planning from Text ICLR 2022 Learning to Drop Out: An Adversarial Approach to Training Sequence VAEs NeurIPS 2022 Learning Tractable Probabilistic Models from Inconsistent Local Estimates NeurIPS 2022