mean-field approximation

Beyond Mean-Field: Tree-Copula Variational Autoencoders for Structured Latent Dependencies UAI 2026 Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation JMLR 2026 Simulation-based Calibration of Uncertainty Intervals under Approximate Bayesian Estimation JMLR 2026 Emergence of meta-stable clustering in mean-field transformer models ICLR 2025 Learning Set Functions with Implicit Differentiation AAAI 2025 Mean-Field Microcanonical Gradient Descent AISTATS 2025 Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space COLT 2024 Amortized Network Intervention to Steer the Excitatory Point Processes ICLR 2024 Amortized Variational Inference: When and Why? UAI 2024 Mesoscopic modeling of hidden spiking neurons NeurIPS 2022 Online Learning to Transport via the Minimal Selection Principle COLT 2022 On the detrimental effect of invariances in the likelihood for variational inference NeurIPS 2022 Structured variational inference in Bayesian state-space models AISTATS 2022 Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022 Collapsed Variational Bounds for Bayesian Neural Networks NeurIPS 2021 Fast Tucker Rank Reduction for Non-Negative Tensors Using Mean-Field Approximation NeurIPS 2021 Pessimism Meets Invariance: Provably Efficient Offline Mean-Field Multi-Agent RL NeurIPS 2021 Quantifying Variational Approximation for Log-Partition Function COLT 2021 Bayesian Multi-type Mean Field Multi-agent Imitation Learning NeurIPS 2020 Contrastive Divergence Learning with Chained Belief Propagation PGM 2020 Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation ICML 2020 Liberty or Depth: Deep Bayesian Neural Nets Do Not Need Complex Weight Posterior Approximations NeurIPS 2020 The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks ICML 2020 Adaptive Rao-Blackwellisation in Gibbs Sampling for Probabilistic Graphical Models AISTATS 2019 How to Initialize your Network? Robust Initialization for WeightNorm & ResNets NeurIPS 2019