Author

Asher Ali

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#artificial intelligence Preprint Sep 2026

The Stochastic Deputy: Structural Tenant Isolation for Tool-Using LLM Agents

A structural defense is presented: remove tenant identity from the Model Context Protocol (MCP) tool schema, bind scope to a verified credential, and enforce it below the agent, resulting in a tenant-isolation argument that depends on enforceable interfaces and credentials rather than model compliance.

Mirza Samad Ahmed Baig, Syeda Anshrah Gillani, Asher Ali et al. · 0 citations

#artificial intelligence Preprint Aug 2026

How Quantum Is the Advantage? A Fair, Calibration- and Noise-Aware Benchmark and Attribution Audit of Quantum Machine Learning for Network Intrusion Detection

A quantum-attribution audit is introduced that quantifies how much of any gain is genuinely attributable to the quantum component of quantum models, and attributes this to classical preprocessing and regularisation rather than quantum effects.

Syeda Anshrah Gillani, Mirza Samad Ahmed Baig, Shahid Munir Shah et al. · 1 citation