2 papers
cs.LG2026
Sum-of-Checks: Structured Reasoning for Surgical Safety with Large Vision-Language Models
Weiqiu You, Cassandra Goldberg, Amin Madani +2
Purpose: Accurate assessment of the Critical View of Safety (CVS) during laparoscopic cholecystectomy is essential to prevent bile duct injury, a complication associated with signi…
cs.LG2025
The SuperActivator Mechanism: Transformers Concentrate Reliable Concept Signals in the Tail
Cassandra Goldberg, Chaehyeon Kim, Adam Stein +1
Concept vectors aim to enhance model interpretability by linking internal representations with human-understandable semantics, but their practical utility is often limited by noisy…