Papers by Yu-Hsiang Huang
Transferable Embedding Inversion Attack: Uncovering Privacy Risks in Text Embeddings without Model Queries (2024.acl-long)
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| Challenge: | Recent advances in text embedding models have significantly streamlined the process of generating embeddables. |
| Approach: | They develop a transfer attack method that uses a surrogate model to mimic the victim model's behavior and infers sensitive information from embeddings without direct access. |
| Outcome: | The proposed method outperforms existing methods and reveals potential privacy vulnerabilities in embedding technologies. |
Financial Risk Relation Identification through Dual-view Adaptation (2025.emnlp-main)
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| Challenge: | Identifying inter-firm risk relations is crucial for applications like portfolio management and investment strategy. |
| Approach: | They propose a method for extracting inter-firm risk relations using Form 10-K filings . their method captures implicit and abstract risk connections through unsupervised fine-tuning . |
| Outcome: | The proposed method outperforms baselines across multiple evaluation settings. |