Quantum-PEFT: Ultra parameter-efficient fine-tuning. - Toshiaki Koike-Akino; Francesco Tonin; Yongtao Wu; Frank Zhengqing Wu; Leyla Naz Candogan; Volkan Cevher (ICLR, 2025)

Single-pass Detection of Jailbreaking Input in Large Language Models. - Leyla Naz Candogan; Yongtao Wu; Elías Abad-Rocamora; Grigorios Chrysos 002; Volkan Cevher (Trans. Mach. Learn. Res., 2025)

Linear Attention for Efficient Bidirectional Sequence Modeling. - Arshia Afzal; Elías Abad-Rocamora; Leyla Naz Candogan; Pol Puigdemont; Francesco Tonin; Yongtao Wu; Mahsa Shoaran; Volkan Cevher (CoRR, 2025)