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Oct 13 · Tuesday

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Attack type

Jailbreaks3Prompt injection0Poisoning and backdoors49Model tampering16Extraction and theft7Detection evasion4Malicious use1

Attack surface / entry point

User input91Web pages and interfaces69Documents and messages73Tool responses106Tool and skill descriptions46Code repositories and dependencies20Retrieval corpus21Memory writes33Inter-agent messages19Images, audio and video26Training data1Distribution channels28
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Attack type：Prompt injectionAttack type：Malicious useAttack surface / entry point：Training dataClear all

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  1. DefensesarXiv 2610.13733

    KVeil: First-Place Solution for the ECCV 2026 LifeGenIP Unlearnable Video Challenge

    Propose KVeil, which adds perturbations to face videos to prevent unauthorized customization from reproducing identity

    arXiv
    2610.13733
    Published
    Layer
    Prompt layer
    Setting
    Models and APIs
    Attacker
    White-box, Black-box
    Evaluated models
    Wan2.2-TI2V-5B, HunyuanVideo-1.5, Kling 3.0 and others4

    AbstractKVeil adapts LETHE's reference-reading disruption to the challenge's two stages, ranking first on the leaderboard in both Final columns.

    Paper analysisRead analysis
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