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On the Importance of Strong Baselines in Bayesian Deep ...
arXiv
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arXiv
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由 J Mukhoti 著作2018被引用 41 次 — Abstract:Like all sub-fields of machine learning Bayesian Deep Learning is driven by empirical validation of its theoretical proposals.
On the Importance of Strong Baselines in ...
Bayesian Deep Learning Workshop
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Bayesian Deep Learning Workshop
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由 J Mukhoti 著作被引用 41 次 — Bayesian Deep Learning applies the ideas of Bayesian inference to deep networks and is an active area of machine learning research. Popular techniques for ...
On the Importance of Strong Baselines in Bayesian Deep ...
arXiv
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arXiv
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由 J Mukhoti 著作2018被引用 41 次 — On the Importance of Strong Baselines in Bayesian Deep Learning. Jishnu Mukhoti. Department of Computer Science. University of Oxford jishnu ...
(PDF) On the Importance of Strong Baselines in Bayesian ...
ResearchGate
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ResearchGate
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2018年11月30日 — Like all sub-fields of machine learning, Bayesian Deep Learning is driven by empirical validation of its theoretical proposals.
Yarin Gal - Publications | Oxford Machine Learning
Oxford Department of Computer Science
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Oxford Department of Computer Science
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Targeted Dropout · On the Importance of Strong Baselines in Bayesian Deep Learning · Evaluating Uncertainty Quantification in End-to-End Autonomous Driving ...
Jishnu Mukhoti
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Co-authors ; On the importance of strong baselines in Bayesian deep learning. J Mukhoti, P Stenetorp, Y Gal. arXiv preprint arXiv:1811.09385, 2018. 41, 2018.
A Simple Baseline for Bayesian Uncertainty in Deep ...
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由 WJ Maddox 著作被引用 944 次 — We propose SWA-Gaussian (SWAG), a simple, scalable, and general purpose approach for uncertainty representation and calibration in deep learning. Stochastic.
Reviews: A Simple Baseline for Bayesian Uncertainty in ...
NIPS papers
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NIPS papers
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I do agree with the other reviewers that the proposed method provides a strong baseline for handling uncertainty in deep learning. However I believe that ...
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Bayesian Deep Learning Workshop | NIPS 2018
Bayesian Deep Learning Workshop
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2018年12月7日 — On the Importance of Strong Baselines in Bayesian Deep Learning [paper]. Pierre-Alexandre Mattei and Jes Frellsen, Refit your Encoder when New ...
Streamlining Bayesian Deep Learning
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2024年9月25日 — It thoroughly benchmarks against established baselines, clearly showcasing benefits like improved efficiency and reliable uncertainty estimates.
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