15 citations · 15 across the 1 of their papers we have counts for
2 papers
cs.LG2026
Persistence Positional Encoding: A Minimal Transformer Recipe for Persistence Diagrams
Eunwoo Heo, Ganghyun Kim, Jaejun Yoo
Persistence diagrams (PDs) represent multiscale topological information as multisets of birth-death pairs . How best to use them with Transformers, however, remains unclear.…
cs.CV2025★ 15 cited
Evaluating Visual Explanations of Attention Maps for Transformer-based Medical Imaging
Minjae Chung, Jong Bum Won, Ganghyun Kim +2
Although Vision Transformers (ViTs) have recently demonstrated superior performance in medical imaging problems, they face explainability issues similar to previous architectures s…