How to Sift Out a Clean Data Subset in the Presence of Data Poisoning? - Yi Zeng 005; Minzhou Pan; Himanshu Jahagirdar; Ming Jin 002; Lingjuan Lyu; Ruoxi Jia 001 (CoRR, 2022)

Meta-Sift: How to Sift Out a Clean Subset in the Presence of Data Poisoning? - Yi Zeng 005; Minzhou Pan; Himanshu Jahagirdar; Ming Jin 002; Lingjuan Lyu; Ruoxi Jia 001 (USENIX Security Symposium, 2023)

Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs. - Feiyang Kang; Hoang Anh Just; Yifan Sun 010; Himanshu Jahagirdar; Yuanzhi Zhang; Rongxing Du; Anit Kumar Sahu; Ruoxi Jia 001 (ICLR, 2024)

Data Valuation in the Absence of a Reliable Validation Set. - Himanshu Jahagirdar; Jiachen T. Wang; Ruoxi Jia 001 (Trans. Mach. Learn. Res., 2024)