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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.…
math.PR2026
Near-diagonal asymptotics and the failure of strong universality in random Čech persistence
Eunwoo Heo
The strong universality conjecture of Bobrowski and Skraba asserts that, under a prescribed data-dependent additive centering, the empirical laws of log-log transformed persistence…
cs.LG2026
What Linear Probes Miss: Multi-View Probing for Weight-Space Learning
Eunwoo Heo, Kyeongkook Seo, Jaejun Yoo
The explosive growth of open-source model repositories has created a Model Jungle, where checkpoints are frequently shared without adequate documentation or metadata. While weight-…