Smoothed Embeddings for Robust Language Models
Authors: Ryo Hase, Md Rafi Ur Rashid, Ashley Lewis, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Ye Wang | Published: 2025-01-27
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Intermediate Outputs Are More Sensitive Than You Think
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LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states
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Free Record-Level Privacy Risk Evaluation Through Artifact-Based Methods
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Resilience in Knowledge Graph Embeddings
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Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings
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MergePrint: Robust Fingerprinting against Merging Large Language Models
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Detecting Training Data of Large Language Models via Expectation Maximization
Authors: Gyuwan Kim, Yang Li, Evangelia Spiliopoulou, Jie Ma, Miguel Ballesteros, William Yang Wang | Published: 2024-10-10
FRIDA: Free-Rider Detection using Privacy Attacks
Authors: Pol G. Recasens, Ádám Horváth, Alberto Gutierrez-Torre, Jordi Torres, Josep Ll. Berral, Balázs Pejó | Published: 2024-10-07
Order of Magnitude Speedups for LLM Membership Inference
Authors: Rongting Zhang, Martin Bertran, Aaron Roth | Published: 2024-09-22 | Updated: 2024-09-24