Robuta

https://virtual.aistats.org/virtual/2026/poster/13436 AISTATS Poster An Indicator of Membership Inference Security in Post-Training Quantized Models aistats postermembership inferenceindicatorsecuritytraining https://arxiv.org/abs/2505.18773 [2505.18773] Exploring the limits of strong membership inference attacks on large language models Abstract page for arXiv paper 2505.18773: Exploring the limits of strong membership inference attacks on large language models membership inferencelarge languageexploringlimitsstrong https://franziska-boenisch.de/posts/2021/01/membership-inference/ Attacks against Machine Learning Privacy (Part 2): Membership Inference Attacks with TensorFlow... In the second blogpost of my series about privacy attacks against machine learning models I introduce membership inference attacks and show you how to... machine learningmembership inferenceattacksprivacypart https://arxiv.org/abs/2303.03446 [2303.03446] Students Parrot Their Teachers: Membership Inference on Model Distillation Abstract page for arXiv paper 2303.03446: Students Parrot Their Teachers: Membership Inference on Model Distillation membership inferencestudentsparrotteachersmodel https://www.ndss-symposium.org/ndss-paper/was-my-data-used-for-training-membership-inference-in-open-source-llms-via-neural-activations/ Was My Data Used for Training? Membership Inference in Open-Source LLMs via Neural Activations -... membership inferenceopen sourcedatausedtraining https://www.ndss-symposium.org/ndss-paper/in-context-probing-for-membership-inference-in-fine-tuned-language-models/ In-Context Probing for Membership Inference in Fine-Tuned Language Models - NDSS Symposium membership inferencefine tunedlanguage modelscontextprobing https://www.ndss-symposium.org/ndss-paper/a-unified-defense-framework-against-membership-inference-in-federated-learning-via-distillation-and-contribution-aware-aggregation/ A Unified Defense Framework Against Membership Inference in Federated Learning via Distillation and... membership inferencefederated learningunifieddefenseframework https://icml.cc/virtual/2021/spotlight/9416 ICML Spotlight Label-Only Membership Inference Attacks membership inferenceicmlspotlightlabelattacks https://www.ndss-symposium.org/ndss-paper/cascading-and-proxy-membership-inference-attacks/ Cascading and Proxy Membership Inference Attacks - NDSS Symposium membership inferencecascadingproxyattacksndss https://arxiv.org/abs/2112.03570 [2112.03570] Membership Inference Attacks From First Principles Abstract page for arXiv paper 2112.03570: Membership Inference Attacks From First Principles membership inferenceattacksfirstprinciples https://arxiv.org/abs/2007.14321 [2007.14321] Label-Only Membership Inference Attacks Abstract page for arXiv paper 2007.14321: Label-Only Membership Inference Attacks membership inferencelabelattacks