Konstantinos Pitas

According to our database, Konstantinos Pitas authored at least 12 papers between 2014 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Something for (almost) nothing: Improving deep ensemble calibration using unlabeled data.

Konstantinos Pitas, Julyan Arbel

CoRR, 2023

A Primer on Bayesian Neural Networks: Review and Debates.

Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, Vincent Fortuin

CoRR, 2023

The fine print on tempered posteriors.

Konstantinos Pitas, Julyan Arbel

CoRR, 2023

Europepolls: A Dataset of Country-Level Opinion Polling Data for the European Union and the UK.

Konstantinos Pitas

CoRR, 2023

2022

Cold Posteriors through PAC-Bayes.

Konstantinos Pitas, Julyan Arbel

CoRR, 2022

2020

Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation.

Konstantinos Pitas

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Better PAC-Bayes Bounds for Deep Neural Networks using the Loss Curvature.

Konstantinos Pitas

CoRR, 2019

Some limitations of norm based generalization bounds in deep neural networks.

Konstantinos Pitas, Andreas Loukas, Mike Davies, Pierre Vandergheynst

CoRR, 2019

Revisiting hard thresholding for DNN pruning.

Konstantinos Pitas, Mike E. Davies, Pierre Vandergheynst

CoRR, 2019

2018

FeTa: A DCA Pruning Algorithm with Generalization Error Guarantees.

Konstantinos Pitas, Mike E. Davies, Pierre Vandergheynst

CoRR, 2018

PAC-Bayesian Margin Bounds for Convolutional Neural Networks - Technical Report.

Konstantinos Pitas, Mike E. Davies, Pierre Vandergheynst

CoRR, 2018

2014

Subspace clustering applied to face images.

Constantine Kotropoulos, Konstantinos Pitas

Proceedings of the 2nd International Workshop on Biometrics and Forensics, 2014