2 papers
cs.LG2026
ANML: Attribution-Native Machine Learning with Guaranteed Robustness
Oliver Zahn, Matt Beton, Simran Chana
Frontier AI systems increasingly train on specialized expert data, from clinical records to proprietary research to curated datasets, yet current training pipelines treat all sampl…
q-bio.NC2026
Attention Is Not Retention: The Orthogonality Constraint in Infinite-Context Architectures
Oliver Zahn, Matt Beton, Simran Chana
Biological memory solves a problem that eludes current AI: storing specific episodic facts without corrupting general semantic knowledge. Complementary Learning Systems theory expl…