The Developmental Landscape of In-Context Learning. - Jesse Hoogland; George Wang; Matthew Farrugia-Roberts; Liam Carroll; Susan Wei; Daniel Murfet (CoRR, 2024)

Loss Landscape Degeneracy and Stagewise Development in Transformers. - Jesse Hoogland; George Wang; Matthew Farrugia-Roberts; Liam Carroll; Susan Wei; Daniel Murfet (Trans. Mach. Learn. Res., 2025)

Dynamics of Transient Structure in In-Context Linear Regression Transformers. - Liam Carroll; Jesse Hoogland; Matthew Farrugia-Roberts; Daniel Murfet (CoRR, 2025)

You Are What You Eat - AI Alignment Requires Understanding How Data Shapes Structure and Generalisation. - Simon Pepin Lehalleur; Jesse Hoogland; Matthew Farrugia-Roberts; Susan Wei; Alexander Gietelink Oldenziel; George Wang; Liam Carroll; Daniel Murfet (CoRR, 2025)

Risk Analysis Techniques for Governed LLM-based Multi-Agent Systems. - Alistair Reid; Simon O'Callaghan; Liam Carroll; Tiberio Caetano (CoRR, 2025)