Прати
Konstantinos Pitas
Konstantinos Pitas
Machine Learning Researcher, Cognex Corporation
Верификована је имејл адреса на cognex.com - Почетна страница
Наслов
Навело
Навело
Година
A Primer on Bayesian Neural Networks: Review and Debates
J Arbel, K Pitas, M Vladimirova, V Fortuin
stat 1050, 28, 2023
202023
The role of invariance in spectral complexity-based generalization bounds
K Pitas, A Loukas, M Davies, P Vandergheynst
NeurIPS 2019 Workshop on Machine Learning with Guarantees, Vancouver, Canada., 2019
18*2019
Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation
K Pitas
Proceedings of the 37th International Conference on Machine Learning, PMLR …, 2020
13*2020
Cold Posteriors through PAC-Bayes
K Pitas, J Arbel
NeurIPS 2022 Workshop on Trustworthy and Socially Responsible Machine …, 2022
62022
The fine print on tempered posteriors
K Pitas, J Arbel
The 15th Asian Conference in Machine Learning, ACML, PMLR 2023, 2023
42023
Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries
A Yang, C Chen, K Pitas
arXiv preprint arXiv:2405.13907, 2024
32024
Just rotate it! Uncertainty estimation in closed-source models via multiple queries
K Pitas, J Arbel
arXiv preprint arXiv:2405.13864, 2024
2024
Improving Deep Ensembles without Communication
K Pitas, M Arbel, J Arbel
Workshop on Advancing Neural Network Training: Computational Efficiency …, 2023
2023
Something for (almost) nothing: Improving deep ensemble calibration using unlabeled data
K Pitas, J Arbel
arXiv preprint arXiv:2310.02885, 2023
2023
On Vacuous and Non-Vacuous Generalization Bounds for Deep Neural Networks.
K Pitas
EPFL, 2020
2020
Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation–Appendix
K Pitas
Proceedings of the 37th International Conference on Machine Learning, PMLR …, 2020
2020
Disjunctive Programming for Parametric Dictionary Learning on Multi-Layer Graphs
P Konstantinos
Ecole Polytechnique Federale de Lausanne, 2015
2015
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