2 papers
cs.LG2026
What Converges in the Platonic Representation Hypothesis? Structure over Geometry
Junwon You, Mihyun Jang, Sangwoo Mo +1
The Platonic Representation Hypothesis suggests that increasingly capable models converge toward shared representations. Recent work narrows this claim to shared local neighborhood…
cs.CV2026
Topology-Aware Representation Alignment for Semi-Supervised Vision-Language Learning
Junwon You, Mihyun Jang, Sangwoo Mo +1
Vision-language models have shown strong performance, but they often generalize poorly to specialized domains. While semi-supervised vision-language learning mitigates this limitat…