2 papers
cs.LG2025
CAT: Curvature-Adaptive Transformers for Geometry-Aware Learning
Ryan Y. Lin, Siddhartha Ojha, Nicholas Bai
Transformers achieve strong performance across diverse domains but implicitly assume Euclidean geometry in their attention mechanisms, limiting their effectiveness on data with non…
cs.CV2025
Interpreting Neurons in Deep Vision Networks with Language Models
Nicholas Bai, Rahul A. Iyer, Tuomas Oikarinen +2
In this paper, we propose Describe-and-Dissect (DnD), a novel method to describe the roles of hidden neurons in vision networks. DnD utilizes recent advancements in multimodal deep…