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Qianli Ma

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Preprint Aug 2026

Beyond Over-Refusal: Defending Indirect Prompt Injection via Latent Instruction Manifolds

AEGIS (Adaptive Ensemble Guard for Injection Shielding) extracts instruction-sensitive projectors to identify malicious instructions and leverages a Unified Multi-Layer Consensus mechanism that aggregates topologically distinct signals across the network depth.

Jia-Hao Chen, Ruiping Yin, Xinfeng Li et al. · 0 citations

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