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2202.13509
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Evaluating High-Order Predictive Distributions in Deep Learning
28 February 2022
Ian Osband
Zheng Wen
S. Asghari
Vikranth Dwaracherla
Xiuyuan Lu
Benjamin Van Roy
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Papers citing
"Evaluating High-Order Predictive Distributions in Deep Learning"
11 / 11 papers shown
Title
Making Better Use of Unlabelled Data in Bayesian Active Learning
Freddie Bickford-Smith
Adam Foster
Tom Rainforth
36
3
0
26 Apr 2024
Efficient Exploration for LLMs
Vikranth Dwaracherla
S. Asghari
Botao Hao
Benjamin Van Roy
LLMAG
15
20
0
01 Feb 2024
Fine-Tuning Language Models via Epistemic Neural Networks
Ian Osband
S. Asghari
Benjamin Van Roy
Nat McAleese
John Aslanides
G. Irving
UQLM
31
16
0
03 Nov 2022
Sampling-based inference for large linear models, with application to linearised Laplace
Javier Antorán
Shreyas Padhy
Riccardo Barbano
Eric T. Nalisnick
David Janz
José Miguel Hernández-Lobato
BDL
27
17
0
10 Oct 2022
Robustness of Epinets against Distributional Shifts
Xiuyuan Lu
Ian Osband
S. Asghari
Sven Gowal
Vikranth Dwaracherla
Zheng Wen
Benjamin Van Roy
UQCV
OOD
16
0
0
01 Jul 2022
Ensembles for Uncertainty Estimation: Benefits of Prior Functions and Bootstrapping
Vikranth Dwaracherla
Zheng Wen
Ian Osband
Xiuyuan Lu
S. Asghari
Benjamin Van Roy
UQCV
24
17
0
08 Jun 2022
Marginal and Joint Cross-Entropies & Predictives for Online Bayesian Inference, Active Learning, and Active Sampling
Andreas Kirsch
Jannik Kossen
Y. Gal
UQCV
BDL
52
3
0
18 May 2022
The Neural Testbed: Evaluating Joint Predictions
Ian Osband
Zheng Wen
S. Asghari
Vikranth Dwaracherla
Botao Hao
M. Ibrahimi
Dieterich Lawson
Xiuyuan Lu
Brendan O'Donoghue
Benjamin Van Roy
UQCV
29
21
0
09 Oct 2021
Epistemic Neural Networks
Ian Osband
Zheng Wen
M. Asghari
Vikranth Dwaracherla
M. Ibrahimi
Xiyuan Lu
Benjamin Van Roy
UQCV
BDL
30
97
0
19 Jul 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
276
5,661
0
05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
285
9,138
0
06 Jun 2015
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