2 papers
cs.LG2025
Causality-Induced Positional Encoding for Transformer-Based Representation Learning of Non-Sequential Features
Kaichen Xu, Yihang Du, Mianpeng Liu +2
Positional encoding is essential for supplementing transformer with positional information of tokens. Existing positional encoding methods demand predefined token/feature order, re…
cs.LG2025
A Methodological Framework for Measuring Spatial Labeling Similarity
Yihang Du, Jiaying Hu, Suyang Hou +2
Spatial labeling assigns labels to specific spatial locations to characterize their spatial properties and relationships, with broad applications in scientific research and practic…