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Gabriel Arpino
ServiceNow Research
Gabriel Arpino
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On the role of data in PAC-Bayes bounds
.
Gintare Karolina Dziugaite
,
Kyle Hsu
,
Waseem Gharbieh
,
Gabriel Arpino
,
Daniel M. Roy
. At
International Conference on Artificial Intelligence and Statistics (AISTATS), 2021.
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Towards generalization guarantees for SGD: Data-dependent PAC-Bayes priors
.
Gabriel Arpino
,
Daniel M. Roy
,
Gintare Karolina Dziugaite
. At
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
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Tighter Nonvacuous PAC-Bayes Bounds: Beyond Stability of SGD
.
Gabriel Arpino
,
Gintare Karolina Dziugaite
,
Daniel M. Roy
. At
Workshop at the Neural Information Processing Systems (NeurIPS), 2018.
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