contextual-authorization

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DrenFazlija / towards-sa-llms

Official AISTATS 2026 implementation formalizing Sensitivity Awareness (SA) via Differential Privacy. Features a 4-bit LoRA post-training pipeline to secure LLM agents against contextual authorization and access-control bypasses.

lora differential-privacy access-control-list peft guardrails machine-learning-privacy llm-security qlora contextual-authorization aistats2026

Updated Aug 9, 2026
Python

DrenFazlija / AccessDeniedInc

Star

The first benchmark environment for Sensitivity Awareness (SA) in LLMs. Evaluating how language model agents handle Role-Based Access Control (RBAC), Confused Deputy vulnerabilities, and Contextual Authorization rules.

role-based-access-control datasets access-control llm-security acl2025 agent-se confused-deputy contextual-authorization

Updated Jun 9, 2026
Python

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