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Sy-FAR: Symmetry-based Fair Adversarial Robustness

Published in USENIX Security 2026, 2026

Sy-FAR is a symmetry-based approach for fair adversarial robustness in security-critical ML (e.g., face recognition) under physically realizable attacks.

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Surviving the Router: Optimizing Skill Injections for Retrieval and Execution

Published in arXiv preprint · 2026, 2026

CORSA optimizes skill injections for both retrieval and execution in router-managed AI agents.

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Sy-FAR: Symmetry-based Fair Adversarial Robustness

Published: October 07, 2026

I presented Sy-FAR: Symmetry-based Fair Adversarial Robustness at multiple academic venues: