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Variational Inference

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TitleStatusHype
Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function—0
Cyclical Variational Bayes Monte Carlo for Efficient Multi-Modal Posterior Distributions Evaluation—0
Wide Mean-Field Bayesian Neural Networks Ignore the DataCode0
Multiple Importance Sampling ELBO and Deep Ensembles of Variational ApproximationsCode0
Unsupervised Multiple-Object Tracking with a Dynamical Variational Autoencoder—0
Information Theory with Kernel Methods—0
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods—0
Reinforcement Learning in Presence of Discrete Markovian Context Evolution—0
Bernstein Flows for Flexible Posteriors in Variational BayesCode0
Bayesian Nonparametrics for Offline Skill DiscoveryCode0
A Variational Edge Partition Model for Supervised Graph Representation LearningCode0
Unsupervised physics-informed disentanglement of multimodal data for high-throughput scientific discovery—0
Transport Score Climbing: Variational Inference Using Forward KL and Adaptive Neural TransportCode0
Posterior temperature optimized Bayesian models for inverse problems in medical imagingCode0
AdaAnn: Adaptive Annealing Scheduler for Probability Density ApproximationCode0
A heteroencoder architecture for prediction of failure locations in porous metals using variational inference—0
Constrained Structure Learning for Scene Graph Generation—0
Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution ShiftCode0
Uphill Roads to Variational Tightness: Monotonicity and Monte Carlo Objectives—0
Variational Inference for Quantifying Inter-observer Variability in Segmentation of Anatomical Structures—0
Stochastic Autograd—0
Alleviating Cold-start Problem in CTR Prediction with A Variational Embedding Learning Framework—0
Multi-task longitudinal forecasting with missing values on Alzheimer's Disease—0
Quantifying Uncertainty in Deep Learning Approaches to Radio Galaxy ClassificationCode0
Value Functions Factorization with Latent State Information Sharing in Decentralized Multi-Agent Policy GradientsCode0
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