On Performance and Calibration of Natural Gradient Langevin Dynamics

On Performance and Calibration of Natural Gradient Langevin Dynamics

Producing deep neural network (DNN) models with calibrated confidence is essential for applications in many fields, such as medical image analysis, natural language processing, and robotics. Modern neural networks have been reported to be poorly calibrated compared with those from a decade ago. The...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Hanif Amal Robbani, Alhadi Bustamam, Risman Adnan, Shandar Ahmad
Fformat:	Erthygl
Iaith:	English
Cyhoeddwyd:	IEEE 2023-01-01
Cyfres:	IEEE Access
Pynciau:	Natural gradient second-order optimization Bayesian deep learning Langevin dynamics confidence calibration predictive uncertainty
Mynediad Ar-lein:	https://ieeexplore.ieee.org/document/10131934/

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