4 papers
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…
Topological Alignment of Shared Vision-Language Embedding Space
Junwon You, Dasol Kang, Jae-Hun Jung
Contrastive Vision-Language Models (VLMs) have demonstrated strong zero-shot capabilities. However, their cross-modal alignment remains biased toward English due to limited multili…
Zipf-Mandelbrot Scaling in Korean Court Music: Universal Patterns in Music
Byeongchan Choi, Junwon You, Myung Ock Kim +1
Zipf's law, originally discovered in natural language and later generalized to the Zipf-Mandelbrot law, describes a power-law relationship between the frequency of a Zipfian elemen…
PHLP: Sole Persistent Homology for Link Prediction - Interpretable Feature Extraction
Junwon You, Eunwoo Heo, Jae-Hun Jung
Link prediction (LP), inferring the connectivity between nodes, is a significant research area in graph data, where a link represents essential information on relationships between…