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Variational Inference

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TitleStatusHype
Cold Posteriors through PAC-Bayes—0
PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement LearningCode0
Doubly Reparameterized Importance Weighted Structure Learning for Scene Graph Generation—0
Scaling multi-species occupancy models to large citizen science datasets—0
Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis—0
Fast and Accurate Variational Inference for Large Bayesian VARs with Stochastic Volatility—0
Deep Variational Implicit ProcessesCode0
Markov Chain Score Ascent: A Unifying Framework of Variational Inference with Markovian GradientsCode0
Variational Bayes Deep Operator Network: A data-driven Bayesian solver for parametric differential equations—0
Reconfigurable Intelligent Surface-Aided 6G Massive Access: Coupled Tensor Modeling and Sparse Bayesian Learning—0
PAVI: Plate-Amortized Variational Inference—0
Decoupled Self-supervised Learning for Non-Homophilous Graphs—0
AUTM Flow: Atomic Unrestricted Time Machine for Monotonic Normalizing Flows—0
Towards Improving the Generation Quality of Autoregressive Slot VAEsCode0
Excess risk analysis for epistemic uncertainty with application to variational inference—0
BayesFormer: Transformer with Uncertainty Estimation—0
Amortized backward variational inference in nonlinear state-space models—0
Easy Variational Inference for Categorical Models via an Independent Binary ApproximationCode0
Efficient Transformed Gaussian Processes for Non-Stationary Dependent Multi-class Classification—0
Radial Spike and Slab Bayesian Neural Networks for Sparse Data in Ransomware Attacks—0
Rethinking Bayesian Learning for Data Analysis: The Art of Prior and Inference in Sparsity-Aware Modeling—0
Flow-based Recurrent Belief State Learning for POMDPs—0
Quasi Black-Box Variational Inference with Natural Gradients for Bayesian Learning—0
RL with KL penalties is better viewed as Bayesian inference—0
Single-cell gene regulatory network analysis for mixed cell populations with applications to COVID-19 single cell dataCode0
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