2 papers
cs.CL2025
Norm Growth and Stability Challenges in Localized Sequential Knowledge Editing
Akshat Gupta, Christine Fang, Atahan Ozdemir +4
This study investigates the impact of localized updates to large language models (LLMs), specifically in the context of knowledge editing - a task aimed at incorporating or modifyi…
cs.LG2025
Geometric Interpretation of Layer Normalization and a Comparative Analysis with RMSNorm
Akshat Gupta, Atahan Ozdemir, Gopala Anumanchipalli
This paper presents a novel geometric interpretation of LayerNorm and explores how LayerNorm influences the norm and orientation of hidden vectors in the representation space. With…