Alexander Bastounis

11 papers A* 1Journal 9Unranked 1
YearRankTypeTitle / Venue / Authors
2024 J jnl
How adversarial attacks can disrupt seemingly stable accurate classifiers.
Neural Networks
Oliver J. Sutton, Qinghua Zhou, Ivan Yu. Tyukin, Alexander N. Gorban, Alexander Bastounis, Desmond J. Higham
2024 J jnl
On the consistent reasoning paradox of intelligence and optimal trust in AI: The power of 'I don't know'.
CoRR
Alexander Bastounis, Paolo Campodonico, Mihaela van der Schaar, Ben Adcock, Anders C. Hansen
2024 J jnl
Stealth edits for provably fixing or attacking large language models.
CoRR
Oliver J. Sutton, Qinghua Zhou, Wei Wang, Desmond J. Higham, Alexander N. Gorban, Alexander Bastounis, Ivan Yu. Tyukin
2024 A* conf
Stealth edits to large language models.
NeurIPS
Oliver J. Sutton, Qinghua Zhou, Wei Wang, Desmond J. Higham, Alexander N. Gorban, Alexander Bastounis, Ivan Tyukin
2023 J jnl
How adversarial attacks can disrupt seemingly stable accurate classifiers.
CoRR
Oliver J. Sutton, Qinghua Zhou, Ivan Yu. Tyukin, Alexander N. Gorban, Alexander Bastounis, Desmond J. Higham
2023 — conf
The Boundaries of Verifiable Accuracy, Robustness, and Generalisation in Deep Learning.
ICANN (1)
Alexander Bastounis, Alexander N. Gorban, Anders C. Hansen, Desmond J. Higham, Danil V. Prokhorov, Oliver J. Sutton, Ivan Yu. Tyukin, Qinghua Zhou
2023 J jnl
The Boundaries of Verifiable Accuracy, Robustness, and Generalisation in Deep Learning.
CoRR
Alexander Bastounis, Alexander N. Gorban, Anders C. Hansen, Desmond J. Higham, Danil V. Prokhorov, Oliver J. Sutton, Ivan Yu. Tyukin, Qinghua Zhou
2023 J jnl
When can you trust feature selection? - I: A condition-based analysis of LASSO and generalised hardness of approximation.
CoRR
Alexander Bastounis, Felipe Cucker, Anders C. Hansen
2021 J jnl
The mathematics of adversarial attacks in AI - Why deep learning is unstable despite the existence of stable neural networks.
CoRR
Alexander Bastounis, Anders C. Hansen, Verner Vlacic
2017 J jnl
On the Absence of Uniform Recovery in Many Real-World Applications of Compressed Sensing and the Restricted Isometry Property and Nullspace Property in Levels.
SIAM J. Imaging Sci.
Alexander Bastounis, Anders C. Hansen
2014 J jnl
On the absence of the RIP in real-world applications of compressed sensing and the RIP in levels.
CoRR
Alexander Bastounis, Anders C. Hansen