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Cantab Capital Institute for the Mathematics of Information

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  • Currently displaying 61 - 80 of 2028 publications
Do stable neural networks exist for classification problems? – A new view on stability in AI
D Liu, A Hansen
– European Journal of Applied Mathematics
(2025)
37,
238
Instability in deep learning - when algorithms cannot compute uncertainty quantifications for neural networks
LE Gazdag, V Antun, AC Hansen
– European Journal of Applied Mathematics
(2025)
37,
290
HIBMatch: Hypergraph Information Bottleneck for Semi-Supervised Alzheimer's Progression.
Z Deng, S Wang, AI Aviles-Rivero, Z Kourtzi, C-B Schonlieb
– IEEE Journal of Biomedical and Health Informatics
(2025)
30,
5100
The mathematics of adversarial attacks in AI – why deep learning is unstable despite the existence of stable neural networks
A Bastounis, A Hansen, V Vlačić
– European Journal of Applied Mathematics
(2025)
37,
259
Potential Contrast: Properties, Equivalences, and Generalization to Multiple Classes
W Peaslee, A Breger, C-B Schonlieb
– 2025 33RD EUROPEAN SIGNAL PROCESSING CONFERENCE, EUSIPCO
(2025)
716
Brain age prediction and early neurodegeneration detection using contrastive learning on brain biomechanics: a retrospective, multicentre study.
J Träuble, LV Hiscox, CL Johnson, A Aviles-Rivero, CB Schönlieb, GS Kaminski Schierle
– Ebiomedicine
(2025)
121,
105996
A framework for stable spectral methods in d-dimensional unit balls
J Gao, A Iserles
– CoRR
(2025)
abs/2312.13183,
143
A Lagrangian view of mixing in stratified shear flows
X Zhou, JR Taylor, C-CP Caulfield
– Journal of Fluid Mechanics
(2025)
1021,
a31
Brain Foundation Models with Hypergraph Dynamic Adapter for Brain Disease Analysis
Z Deng, H Wang, Z Huang, L Zhang, AI Aviles-Rivero, C Liu, J He, Z Kourtzi, C-B Schönlieb
– Pattern Recognition
(2025)
172,
112595
Heading Estimation of Ships using Deep Learning and Synthetic Non-aerial Images
M Lopez, C Schönlieb, A Aviles-Rivero, R Mester, E Brekke, A Stahl
– Journal of Physics: Conference Series
(2025)
3123,
012027
Symmetry: A general structure in nonparametric regression
LG Christie, JAD Aston
– Annals of Statistics
(2025)
53,
2040
Artificial Intelligence-Led Whole Coronary Artery OCT Analysis; Validation and Identification of Drug Efficacy and Higher-Risk Plaques
B Jessney, X Chen, S Gu, Y Huang, M Goddard, A Brown, D Obaid, M Mahmoudi, HM Garcia Garcia, SP Hoole, L Räber, F Prati, C-B Schönlieb, M Roberts, M Bennett
– Circ Cardiovasc Imaging
(2025)
18,
e018133
Nested Bregman Iterations for Decomposition Problems
T Wolf, DT Driggs, K Papafitsoros, E Resmerita, C-B Schönlieb
– SIAM Journal on Imaging Sciences
(2025)
18,
1963
Automatically Generalizing Proofs and Statements
A Gandhi, AR Tadipatri, T Gowers
– 16TH INTERNATIONAL CONFERENCE ON INTERACTIVE THEOREM PROVING, ITP 2025
(2025)
352,
12
Implicit U-KAN2.0: Dynamic, Efficient and Interpretable Medical Image Segmentation
C-W Cheng, Y Zhao, Y Cheng, JA Montoya-Zegarra, C-B Schönlieb, AI Aviles-Rivero
– Lecture Notes in Computer Science
(2025)
15970,
304
Electrical impedance tomography revisited
AS Fokas, D Kyriakopoulou
– Physica D Nonlinear Phenomena
(2025)
483,
134941
Generalized Quantum Stein's Lemma and Reversibility of Quantum Resource Theories for Classical-Quantum Channels
B Bergh, N Datta, A Khaitan
(2025)
JFM 'Outstanding Reviewers' 2024
SL Waters, C-CP Caulfield
– Journal of Fluid Mechanics
(2025)
1018,
e1
The thermodynamics of readout devices and semiclassical gravity
S Fedida, A Kent
(2025)
A Spin-Based Pathway to Testing the Quantum Nature of Gravity
S Bose, A Mazumdar, R Penrose, I Fuentes, M Toroš, R Folman, GJ Milburn, M Kim, A Kent, ATMA Rahman, C Laplane, A Markowitz, D Das, E Campos-Méndez, E Kilian, D Groswasser, M Givon, O Dobkowski, P Skakunenko, M Muretova, Y Japha, N Levi, O Feldman, D Pitalúa-García, JMH Gosling, K-D Zhu, M Genovese, K Romero-Hojjati, RJ Marshman, M Rademacher, M Schut, M Bautista-Cruz, Q Xiang, SM Graham, JE March, WJ Fairbairn, KS Gokani, J Aziz, R Howl, R Zhou, R Rizaldy, T Guerreiro, T Zhou, J Twamley, C Marletto, V Vedral, J Oppenheim, M Paternostro, H Ulbricht, PF Barker, TP Purdy, MVG Dutt, AA Geraci, DC Moore, GW Morley
(2025)