Alexander Bastounis

According to our database, Alexander Bastounis authored at least 9 papers between 2014 and 2024.

Collaborative distances:

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

2024

How adversarial attacks can disrupt seemingly stable accurate classifiers.

Oliver J. Sutton, Qinghua Zhou, Ivan Yu. Tyukin, Alexander N. Gorban, Alexander Bastounis, Desmond J. Higham

Neural Networks, 2024

On the consistent reasoning paradox of intelligence and optimal trust in AI: The power of 'I don't know'.

Alexander Bastounis, Paolo Campodonico, Mihaela van der Schaar, Ben Adcock, Anders C. Hansen

CoRR, 2024

Stealth edits for provably fixing or attacking large language models.

Oliver J. Sutton, Qinghua Zhou, Wei Wang, Desmond J. Higham, Alexander N. Gorban, Alexander Bastounis, Ivan Yu. Tyukin

CoRR, 2024

Stealth edits to large language models.

Oliver J. Sutton, Qinghua Zhou, Wei Wang, Desmond J. Higham, Alexander N. Gorban, Alexander Bastounis, Ivan Tyukin

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

When can you trust feature selection? - I: A condition-based analysis of LASSO and generalised hardness of approximation.

Alexander Bastounis, Felipe Cucker, Anders C. Hansen

CoRR, 2023

The Boundaries of Verifiable Accuracy, Robustness, and Generalisation in Deep Learning.

Alexander Bastounis, Alexander N. Gorban, Anders C. Hansen, Desmond J. Higham, Danil V. Prokhorov, Oliver J. Sutton, Ivan Yu. Tyukin, Qinghua Zhou

Proceedings of the Artificial Neural Networks and Machine Learning, 2023

2021

The mathematics of adversarial attacks in AI - Why deep learning is unstable despite the existence of stable neural networks.

Alexander Bastounis, Anders C. Hansen, Verner Vlacic

CoRR, 2021

2017

On the Absence of Uniform Recovery in Many Real-World Applications of Compressed Sensing and the Restricted Isometry Property and Nullspace Property in Levels.

Alexander Bastounis, Anders C. Hansen

SIAM J. Imaging Sci., 2017

2014

On the absence of the RIP in real-world applications of compressed sensing and the RIP in levels.

Alexander Bastounis, Anders C. Hansen

CoRR, 2014