notesum.ai

Published at December 9

DSAI: Unbiased and Interpretable Latent Feature Extraction for Data-Centric AI

cs.LG

cs.AI

Released Date: December 9, 2024

Authors: Hyowon Cho¹, Soonwon Ka², Daechul Park², Jaewook Kang², Minjoon Seo¹, Bokyung Son²

Aff.: ¹KAIST AI; ²NAVER AI Platform

Arxiv: http://arxiv.org/pdf/2412.06303v1

Refer to caption

Reference Criteria	Comparison Criteria	Recall (%)
Reference Criteria	Comparison Criteria	Slogan	Title
FlippedPosData	PosData	89.5%	94.1%
FlippedMixedData	MixedData	81.8%	89.5%
NoData	PosData	100.0%	95.6%
	MixedData	100.0%	92.3%
	FlippedPosData	90.0%	94.1%
	FlippedMixedData	96.4%	85.2%
Expert	NoData	88.9%	83.3%
	PosData	66.7%	54.2%
	MixedData	50.0%	75.0%
	FlippedPosData	94.4%	45.8%
	FlippedMixedData	77.8%	83.3%
	DSAI (Thres: [0])	100.0%	83.3%
	DSAI (Thres: [0.348])	88.9%	83.3%
	DSAI (Thres: [0.692])	77.8%	75.0%