2 papers
cs.AI2025
AuditAgent: Expert-Guided Multi-Agent Reasoning for Cross-Document Fraudulent Evidence Discovery
Songran Bai, Bingzhe Wu, Yiwei Zhang +5
Financial fraud detection in real-world scenarios presents significant challenges due to the subtlety and dispersion of evidence across complex, multi-year financial disclosures. I…
cs.LG2025
Sparsification and Reconstruction from the Perspective of Representation Geometry
Wenjie Sun, Bingzhe Wu, Zhile Yang +1
Sparse Autoencoders (SAEs) have emerged as a predominant tool in mechanistic interpretability, aiming to identify interpretable monosemantic features. However, how does sparse enco…