1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CV2026
Seeking Necessary and Sufficient Information from Multimodal Medical Data
Boyu Chen, Weiye Bao, Junjie Liu +5
Learning multimodal representations from medical images and other data sources can provide richer information for decision-making. While various multimodal models have been develop…
cs.LG2024★ 1 cited
Seeking the Sufficiency and Necessity Causal Features in Multimodal Representation Learning
Boyu Chen, Junjie Liu, Zhu Li +1
Probability of necessity and sufficiency (PNS) measures the likelihood of a feature set being both necessary and sufficient for predicting an outcome. It has proven effective in gu…