Buffer Overflow in Mixture of Experts. - Jamie Hayes; Ilia Shumailov; Itay Yona (CoRR, 2024)

UnUnlearning: Unlearning is not sufficient for content regulation in advanced generative AI. - Ilia Shumailov; Jamie Hayes; Eleni Triantafillou; Guillermo Ortiz-Jiménez; Nicolas Papernot; Matthew Jagielski; Itay Yona; Heidi Howard; Eugene Bagdasaryan (CoRR, 2024)

Operationalizing Contextual Integrity in Privacy-Conscious Assistants. - Sahra Ghalebikesabi; Eugene Bagdasaryan; Ren Yi; Itay Yona; Ilia Shumailov; Aneesh Pappu; Chongyang Shi 003; Laura Weidinger; Robert Stanforth; Leonard Berrada; Pushmeet Kohli; Po-Sen Huang; et al. (CoRR, 2024)

Measuring memorization through probabilistic discoverable extraction. - Jamie Hayes; Marika Swanberg; Harsh Chaudhari; Itay Yona; Ilia Shumailov (CoRR, 2024)

Stealing User Prompts from Mixture of Experts. - Itay Yona; Ilia Shumailov; Jamie Hayes; Nicholas Carlini (CoRR, 2024)

Measuring memorization in language models via probabilistic extraction. - Jamie Hayes; Marika Swanberg; Harsh Chaudhari; Itay Yona; Ilia Shumailov; Milad Nasr; Christopher A. Choquette-Choo; Katherine Lee; A. Feder Cooper (NAACL (Long Papers), 2025)

Privacy Awareness for Information-Sharing Assistants: A Case-study on Form-filling with Contextual Integrity. - Sahra Ghalebikesabi; Eugene Bagdasarian; Ren Yi; Itay Yona; Ilia Shumailov; Aneesh Pappu; Chongyang Shi 003; Laura Weidinger; Robert Stanforth; Leonard Berrada; Pushmeet Kohli; Po-Sen Huang; et al. (Trans. Mach. Learn. Res., 2025)

Interpreting the Repeated Token Phenomenon in Large Language Models. - Itay Yona; Ilia Shumailov; Jamie Hayes; Federico Barbero; Yossi Gandelsman (CoRR, 2025)

Lessons from Defending Gemini Against Indirect Prompt Injections. - Chongyang Shi 003; Sharon Lin; Shuang Song 001; Jamie Hayes; Ilia Shumailov; Itay Yona; Juliette Pluto; Aneesh Pappu; Christopher A. Choquette-Choo; Milad Nasr; Chawin Sitawarin; Gena Gibson; et al. (CoRR, 2025)