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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

V. Sharma

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Jul 2026

TIER: Trajectory-Invariant Explanation Regularization for Membership Privacy

A Trajectory-Invariant Explanation Regularization (TIER) defense that penalizes erratic fluctuations in confidence drops simulated through gradient-guided perturbations and simultaneously minimizes the distributional shifts via KL-divergence, and targets explanation robustness by enforcing self-consistency through KL-divergence.

V. Sharma, K. Fok, V. Thing · 0 citations

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