Research output per year
Research output per year
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Dive into the research topics where Desmond Higham is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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On the hidden layer-to-layer topology of the representations of reality realised within neural networks
Gafvert, O., Grindrod, P., A. Harrington, H., F. Higham, C., Higham, D. J. & Yim, K. M., 17 Jan 2025, (E-pub ahead of print) In: Engineering Computations.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Adaptive Stepsize Algorithms For Langevin Dynamics
Leroy, A., Leimkuhler, B., Latz, J. & Higham, D. J., 31 Dec 2024, In: SIAM Journal on Scientific Computing. 46, 6, p. A3574-A3598Research output: Contribution to journal › Article › peer-review
Open AccessFile -
How Adversarial Attacks Can Disrupt Seemingly Stable Accurate Classifiers
J. Sutton, O., Zhou, Q., Y. Tyukin, I., N. Gorban, A., Bastounis, A. & Higham, D. J., 31 Dec 2024, In: Neural Networks. 180, 106711.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Backward error analysis and the qualitative behaviour of stochastic optimization algorithms: Application to stochastic coordinate descent
Giovacchino, S. D., Higham, D. J. & Zygalakis, K. C., 31 Oct 2024, In: Journal of Computational Dynamics. 11, 4, p. 453-467Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicians
Higham, C. F., Higham, D. J. & Grindrod, P., 17 Sept 2024, (Accepted/In press) In: Siam review.Research output: Contribution to journal › Article › peer-review
Open AccessFile
Activities
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ICIAM (External organisation)
Higham, D. (Advisor)
20 Aug 2023 → 25 Aug 2023Activity: Membership types › Membership of committee
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REF 2021 (External organisation)
Higham, D. (Advisor)
1 Jan 2021 → …Activity: Membership types › Membership of peer review panel or committee
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ICMS workshop: Mathematics for MeasurementPeriod: 30
Forbes, A. (Organiser), Higham, D. (Organiser) & Ramage, A. (Organiser)
30 Jan 2017 → 2 Feb 2017Activity: Participating in or organising an event types › Participation in conference
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2010-11 Program on Complex Networks
Higham, D. (Invited speaker)
2010Activity: Participating in or organising an event types › Participation in conference
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BIT 50th anniversary celebration conference
Higham, D. (Invited speaker)
2010Activity: Participating in or organising an event types › Participation in conference
Prizes
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2009 Elected to an inaugural SIAM Fellowship for contributions to numerical analysis and stochastic computation
Higham, D. (Recipient), 2009
Prize: Fellowships awarded competitively
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2020 Shephard Prize from the London Mathematical Society
Higham, D. (Recipient), 26 Jun 2020
Prize: Prize (including medals and awards)
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Arne Magnus Award & Distinguished Lecture Series Invitation, Colorado State University
Higham, D. (Recipient), Jan 2008
Prize: Other distinctions
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A Numerical Analysis Treatment of Adversarial Perturbation in AI
Higham, D. (Principal Investigator)
1/02/25 → 31/01/26
Project: Research
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Disease Spread at High Order
Higham, D. (Principal Investigator)
Engineering and Physical Sciences Research Council
1/07/22 → 30/06/23
Project: Research
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Mathematics of Adversarial Attacks
Higham, D. (Principal Investigator)
Engineering and Physical Sciences Research Council
1/01/21 → 31/12/22
Project: Research
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Mathematics of Adversarial Attacks
Higham, D. (Principal Investigator)
1/01/21 → 31/12/22
Project: Research