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PAC-Bayes Analysis Beyond the Usual Bounds

PAC-Bayes Analysis Beyond the Usual Bounds

23 June 2020
Omar Rivasplata
Ilja Kuzborskij
Csaba Szepesvári
John Shawe-Taylor
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Papers citing "PAC-Bayes Analysis Beyond the Usual Bounds"

8 / 58 papers shown
Title
Efficient hyperparameter optimization by way of PAC-Bayes bound
  minimization
Efficient hyperparameter optimization by way of PAC-Bayes bound minimization
John J. Cherian
Andrew G. Taube
R. McGibbon
Panagiotis Angelikopoulos
Guy Blanc
M. Snarski
D. D. Richman
J. L. Klepeis
D. Shaw
12
6
0
14 Aug 2020
Tighter risk certificates for neural networks
Tighter risk certificates for neural networks
Maria Perez-Ortiz
Omar Rivasplata
John Shawe-Taylor
Csaba Szepesvári
UQCV
17
102
0
25 Jul 2020
Generalization bound of globally optimal non-convex neural network
  training: Transportation map estimation by infinite dimensional Langevin
  dynamics
Generalization bound of globally optimal non-convex neural network training: Transportation map estimation by infinite dimensional Langevin dynamics
Taiji Suzuki
19
21
0
11 Jul 2020
Second Order PAC-Bayesian Bounds for the Weighted Majority Vote
Second Order PAC-Bayesian Bounds for the Weighted Majority Vote
A. Masegosa
S. Lorenzen
Christian Igel
Yevgeny Seldin
34
40
0
01 Jul 2020
PAC-Bayes unleashed: generalisation bounds with unbounded losses
PAC-Bayes unleashed: generalisation bounds with unbounded losses
Maxime Haddouche
Benjamin Guedj
Omar Rivasplata
John Shawe-Taylor
19
54
0
12 Jun 2020
Simpler PAC-Bayesian Bounds for Hostile Data
Simpler PAC-Bayesian Bounds for Hostile Data
Pierre Alquier
Benjamin Guedj
84
72
0
23 Oct 2016
PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers
PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers
Pierre Alquier
164
58
0
11 Dec 2007
Pac-Bayesian Supervised Classification: The Thermodynamics of
  Statistical Learning
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning
O. Catoni
148
454
0
03 Dec 2007
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