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Farinaz Koushanfar

ForTIFAI: Fending Off Recursive Training Induced Failure for AI Models

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Sep 10, 2025
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Learning for Dynamic Combinatorial Optimization without Training Data

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May 26, 2025
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MergeGuard: Efficient Thwarting of Trojan Attacks in Machine Learning Models

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May 06, 2025
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Key, Value, Compress: A Systematic Exploration of KV Cache Compression Techniques

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Mar 14, 2025
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DROP: Poison Dilution via Knowledge Distillation for Federated Learning

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Feb 10, 2025
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Robust and Secure Code Watermarking for Large Language Models via ML/Crypto Codesign

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Feb 04, 2025
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Trojan Cleansing with Neural Collapse

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Nov 19, 2024
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EveGuard: Defeating Vibration-based Side-Channel Eavesdropping with Audio Adversarial Perturbations

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Nov 15, 2024
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Props for Machine-Learning Security

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Oct 27, 2024
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Watermarking Large Language Models and the Generated Content: Opportunities and Challenges

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Oct 24, 2024
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