Efficiency at scale: investigating the performance of diminutive language models in clinical tasks
Taylor, N Ghose, U Rohanian, O Nouriborji, M Kormilitzin, A Clifton, D Nevado-Holgado, A Artificial Intelligence in Medicine volume 157 (23 Oct 2024)
Detecting the clinical features of difficult-to-treat depression using synthetic data from large language models
Lorge, I Joyce, D Taylor, N Nevado-Holgado, A Cipriani, A Kormilitzin, A Computers in Biology and Medicine volume 194 110246 (10 Aug 2025)
Wasserstein distributional robustness of neural networks.
Bai, X He, G Jiang, Y Oblój, J NeurIPS (2023)
Thu, 02 May 2024

17:00 - 18:00
L3

Multi topological fields, approximations and NTP2

Silvain Rideau-Kikuchi
(École Normale Supérieure )
Abstract

(Joint work with S. Montenegro)

The striking resemblance between the behaviour of pseudo-algebraically closed, pseudo real closed and pseudo p-adically fields has lead to numerous attempts at describing their properties in a unified manner. In this talk I will present another of these attempts: the class of pseudo-T-closed fields, where T is an enriched theory of fields. These fields verify a « local-global » principle with respect to models of T for the existence of points on varieties. Although it very much resembles previous such attempts, our approach is more model theoretic in flavour, both in its presentation and in the results we aim for.

The first result I would like to present is an approximation result, generalising a result of Kollar on PAC fields, respectively Johnson on henselian fields. This result can be rephrased as the fact that existential closeness in certain topological enrichments come for free from existential closeness as a field. The second result is a (model theoretic) classification result for bounded pseudo-T-closed fields, in the guise of the computation of their burden. One of the striking consequence of these two results is that a bounded perfect PAC field with n independent valuations has burden n and, in particular, is NTP2.

Analytic Besov functional calculus for several commuting operators
Batty, C Gomilko, A Kobos, D Tomilov, Y Journal of Spectral Theory volume 14 issue 2 513-556 (30 May 2024)
Towards Functional Patient-Derived Organoids As Models For Soft-tissue Joint Disease
Dvorak, N Johnson, P Ackerman, J DAKIN, S
Tue, 21 May 2024

14:00 - 15:00
L5

Spin link homology and webs in type B

Elijah Bodish
(MIT)
Abstract

In their study of GL(N)-GL(m) Howe duality, Cautis-Kamnitzer-Morrison observed that the GL(N) Reshetikhin-Turaev link invariant can be computed in terms of quantum gl(m). This idea inspired Cautis and Lauda-Queffelec-Rose to give a construction of GL(N) link homology in terms of Khovanov-Lauda's categorified quantum gl(m). There is a Spin(2n+1)-Spin(m) Howe duality, and a quantum analogue that was first studied by Wenzl. In the first half of the talk, I will explain how to use this duality to compute the Spin(2n+1) link polynomial, and present calculations which suggest that the Spin(2n+1) link invariant is obtained from the GL(2n) link invariant by folding. In the second part of the talk, I will introduce the parallel categorified constructions and explain how to use them to define Spin(2n+1) link homology.

This is based on joint work in progress with Ben Elias and David Rose.

Measuring lung inhomogeneity in early chronic lung disease
Robbins, P Mountain, J O'Neill, D Ciaffoni, L Couper, J Whiteley, J Hancock, G Ritchie, G pa2265 (08 Sep 2016)
Joint moments of higher order derivatives of CUE characteristic polynomials I: asymptotic formulae
Keating, J Wei, F International Mathematics Research Notices volume 2024 issue 12 9607-9632 (04 Apr 2024)
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