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Speech language models vulnerable to backdoor attacks

By PulseAugur Editorial · [1 sources] ·

Researchers have analyzed how backdoor attacks propagate through speech language models, which are complex systems composed of multiple interconnected components. Their findings indicate that backdoors can spread throughout the entire pipeline, making all tasks vulnerable. The study reveals that the persistence or removal of a backdoor is heavily influenced by the specific component targeted within the model. Furthermore, the research challenges the assumption that poisoned samples can be easily separated from benign ones in shared multitask embeddings, suggesting that current filtering defenses may be insufficient. AI

IMPACT Highlights the need for robust security measures in complex, multi-component AI systems like speech language models.

RANK_REASON This is a research paper analyzing vulnerabilities in speech language models. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Speech language models vulnerable to backdoor attacks

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This is a research paper analyzing vulnerabilities in speech language models. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Alexandrine Fortier, Thomas Thebaud, Jes\'us Villalba, Najim Dehak, Patrick Cardinal, Peter West ·

    Where Do Backdoors Live? A Component-Level Analysis of Backdoor Propagation in Speech Language Models

    arXiv:2510.01157v4 Announce Type: replace Abstract: Speech language models (SLMs) are systems of systems: independent components that unite to achieve a common goal. Despite their heterogeneous nature, SLMs are often studied end-to-end; how information flows through the pipeline …

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