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MCP Neural Shield: Sub-Millisecond Zero-Day Defense Against Tool Poisoning in LLM Agent Ecosystems via Quantized Semantic Classification
did:web:openxiv.net did:web:openxiv.net#atproto sha256-ikurO5AuNh8KMiqWNkEhhT3FB8Iug8xiqlgjZiB-Qck tUKF-J_OPFjwJcysc9n_sjBUKXLQJT1QQfiGDyVu8hh7suaSalrHM9pKflGQ6jqIrXO696gBpMEsD0OplsTXEQ Add the human verification attestation.
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{mcp_spec} https://modelcontextprotocol.io url medium confidence {mcptox} arXiv:2508.14925 arxiv high confidence {mcpsecbench} arXiv:2508.13220 arxiv high confidence {confused_deputy} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {mcpshield} arXiv:2605.11053 arxiv high confidence {perez2022} arXiv:2211.09527 arxiv high confidence {mcpshield_v1} https://github.com/vidiptvashist/MCP-Neural-Shield url medium confidence {faiss} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {sbert} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. {mcptoolbench} arXiv:2508.07575 arxiv high confidence [1] unresolved unresolved low confidence Reference entry not found in extracted bibliography. Action: Add a DOI, arXiv id, or stable URL to this reference. {formal_nn} unresolved unresolved low confidence No DOI, arXiv, or stable URL found in reference entry. Action: Add a DOI, arXiv id, or stable URL to this reference. Add the human verification attestation for mathematical claims.
Untitled section medium confidence F1 = 1 I Introduction medium confidence shield==0 V-D Quantization for CPU Deployment medium confidence device == "cpu": V-D Quantization for CPU Deployment medium confidence engine = "qnnpack" V-D Quantization for CPU Deployment medium confidence classifier = torch V-D Quantization for CPU Deployment medium confidence dtype=torch V-F2 Train/Test Deduplication medium confidence stratify=y) II-A The Model Context Protocol medium confidence The fundamental limitation is that this approach requires a pre-registered baseline for every legitimate tool; novel tools without a registered anchor – the definition of a zero-day – are passed through unchecked. V-F2 Train/Test Deduplication medium confidence To prevent augmentation-induced leakage across the 80/20 split boundary, all schemas – including Semantic Cross-Pollination outputs – were deduplicated prior to partitioning using MD5 hashing of the serialized schema st... Require a human verification attestation.
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