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How adversarial attacks can disrupt seemingly stable accurate classifiers
by
Sutton, Oliver J.
,
Zhou, Qinghua
,
Tyukin, Ivan Y.
,
Gorban, Alexander N.
,
Bastounis, Alexander
,
Higham, Desmond J.
Published in
Neural networks
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The feasibility and inevitability of stealth attacks
by
Tyukin, Ivan Y
,
Higham, Desmond J
,
Bastounis, Alexander
,
Woldegeorgis, Eliyas
,
Gorban, Alexander N
Published in
IMA journal of applied mathematics
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How adversarial attacks can disrupt seemingly stable accurate classifiers
by
Sutton, Oliver J
,
Zhou, Qinghua
,
Tyukin, Ivan Y
,
Gorban, Alexander N
,
Bastounis, Alexander
,
Higham, Desmond J
Published in
arXiv.org
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The Boundaries of Verifiable Accuracy, Robustness, and Generalisation in Deep Learning
by
Bastounis, Alexander
,
Gorban, Alexander N
,
Hansen, Anders C
,
Higham, Desmond J
,
Prokhorov, Danil
,
Sutton, Oliver
,
Tyukin, Ivan Y
,
Zhou, Qinghua
Published in
arXiv.org
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When can you trust feature selection? -- I: A condition-based analysis of LASSO and generalised hardness of approximation
by
Bastounis, Alexander
,
Cucker, Felipe
,
Hansen, Anders C
Published in
arXiv.org
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When can you trust feature selection? -- II: On the effects of random data on condition in statistics and optimisation
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Bastounis, Alexander
,
Cucker, Felipe
,
Hansen, Anders C
Published in
arXiv.org
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The Feasibility and Inevitability of Stealth Attacks
by
Tyukin, Ivan Y
,
Higham, Desmond J
,
Bastounis, Alexander
,
Eliyas Woldegeorgis
,
Gorban, Alexander N
Published in
arXiv.org
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The extended Smale's 9th problem -- On computational barriers and paradoxes in estimation, regularisation, computer-assisted proofs and learning
by
Bastounis, Alexander
,
Hansen, Anders C
,
Verner Vlačić
Published in
arXiv.org
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The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks
by
Bastounis, Alexander
,
Hansen, Anders C
,
Verner Vlačić
Published in
arXiv.org
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On the consistent reasoning paradox of intelligence and optimal trust in AI: The power of 'I don't know'
by
Bastounis, Alexander
,
Campodonico, Paolo
,
van der Schaar, Mihaela
,
Adcock, Ben
,
Hansen, Anders C
Published in
arXiv.org
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Stealth edits to large language models
by
Sutton, Oliver J
,
Zhou, Qinghua
,
Wang, Wei
,
Higham, Desmond J
,
Gorban, Alexander N
,
Bastounis, Alexander
,
Tyukin, Ivan Y
Published in
arXiv.org
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On the absence of the RIP in real-world applications of compressed sensing and the RIP in levels
by
Bastounis, Alexander
,
Hansen, Anders C
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arXiv.org
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