Milestone
2 September 2026
EPSRC programme grant awarded to SOFAIR
The consortium secures major new funding to extend work on the theoretical foundations of large-scale learning systems.
News
Milestones, papers, and announcements
What the lab has published, funded, and launched most recently.
Publication
19 August 2026
Six papers accepted at NeurIPS 2026
Accepted work spans implicit bias of adaptive optimisers, long-context state-space memory, and oversight protocols.
Announcement
11 July 2026
New alignment programme launches with Oxford
A joint programme on scalable oversight begins with four postdoctoral positions and two studentships.
Publication
4 June 2026
Open-sourcing the SOFAIR scaling suite
A reproducible benchmark for measuring scaling-law breakdown under distribution shift is now publicly available.