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ml:membership_inference [2024/03/01 23:53] – created jmflanigml:membership_inference [2026/03/07 22:24] (current) – [Related Pages] jmflanig
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 ====== Membership Inference ====== ====== Membership Inference ======
-  * Overviews +===== Overviews ===== 
-    * [[https://arxiv.org/pdf/2103.07853.pdf|Hu et al 2021 - Membership Inference Attacks on Machine Learning: A Survey]] +  * [[https://arxiv.org/pdf/2103.07853.pdf|Hu et al 2021 - Membership Inference Attacks on Machine Learning: A Survey]] 
-  * In NLP+ 
 +===== In NLP ===== 
 +  * **In LLMs**
     * [[https://arxiv.org/pdf/1811.00513.pdf|Song & Shmatikov 2018 - Auditing Data Provenance in Text-Generation Models]] Membership inference attack for language models     * [[https://arxiv.org/pdf/1811.00513.pdf|Song & Shmatikov 2018 - Auditing Data Provenance in Text-Generation Models]] Membership inference attack for language models
-    * In LLMs +    * [[https://arxiv.org/pdf/2310.16789.pdf|Shi et al 2023 - Detecting Pretraining Data from Large Language Models]] 
-      * [[https://arxiv.org/pdf/2310.16789.pdf|Shi et al 2023 - Detecting Pretraining Data from Large Language Models]] +    * [[https://arxiv.org/pdf/2402.07841.pdf|Duan et al 2024 - Do Membership Inference Attacks Work on Large Language Models?]] 
-      * [[https://arxiv.org/pdf/2402.07841.pdf|Duan et al 2024 - Do Membership Inference Attacks Work on Large Language Models?]] +    * [[https://arxiv.org/pdf/2403.0480|Kassem et al 2024 -  Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs]] 
-    * Seq2seq +    * [[https://www.arxiv.org/pdf/2505.18773|Hayes et al 2025 - Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models]] 
-      * [[https://aclanthology.org/2020.tacl-1.4.pdf|Hisamoto et al 2020 - Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?]] +  * **Seq2seq** 
-    * In general +    * [[https://aclanthology.org/2020.tacl-1.4.pdf|Hisamoto et al 2020 - Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?]] 
-      * [[https://arxiv.org/pdf/2112.03570.pdf|Carlini et al 2021 - Membership Inference Attacks From First Principles]]+  * **In general** 
 +    * [[https://arxiv.org/pdf/2112.03570.pdf|Carlini et al 2021 - Membership Inference Attacks From First Principles]]
  
  
 ===== Related Pages ===== ===== Related Pages =====
 +  * [[Privacy]] 
 +  * [[nlp:language_model#Extracting Knowledge from Language Models]]
  
ml/membership_inference.1709337190.txt.gz · Last modified: 2024/03/01 23:53 by jmflanig

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