Concrete dropout
Dropout is used as a practical tool to obtain uncertainty estimates in large vision models and reinforcement learning (RL) tasks. But to obtain well-calibrated uncertainty estimates, a grid-search over the dropout probabilities is necessary— a prohibitive operation with large models, and an impossib...
मुख्य लेखकों: | Gal, Y, Hron, J, Kendall, A |
---|---|
स्वरूप: | Conference item |
प्रकाशित: |
NIPS Foundation
2018
|
समान संसाधन
-
Dropout inference in Bayesian neural networks with alpha-divergences
द्वारा: Li, Y, और अन्य
प्रकाशित: (2017) -
A theoretically grounded application of dropout in recurrent neural networks
द्वारा: Gal, Y, और अन्य
प्रकाशित: (2016) -
Dropout in post-socialist countries of Central Europe (the Visegrad Group)
द्वारा: Petr Gal
प्रकाशित: (2021-05-01) -
Dropout intention: a valid predictor of actual dropout?
द्वारा: Stefanie Findeisen, और अन्य
प्रकाशित: (2024-06-01) -
Dropout rates and reasons for dropout among patients receiving clozapine
द्वारा: Sandeep Grover, और अन्य
प्रकाशित: (2023-06-01)