TY - RPRT TI - Revealing EDL-driven reduction mechanisms in binary, ternary, and quaternary fluorinated electrolytes via an integrated MD–DFT–ML framework AU - Hossain, Md Jamil [Brown University, Providence, RI (United States)] (ORCID:0000000287372821) AU - Kabengele, Tilas [Brown University, Providence, RI (United States)] AU - Wu, Qisheng [Brown University, Providence, RI (United States)] (ORCID:0000000191231864) AU - Barry, Patrick J. [Stony Brook University, NY (United States)] AU - Mishaan, Mia S. [Stony Brook University, NY (United States)] AU - Yan, Shan [Stony Brook University, NY (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)] AU - Tong, Xiao [Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000255679677) AU - Marschilok, Amy C. [Stony Brook University, NY (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000191740474) AU - Takeuchi, Kenneth J. [Stony Brook University, NY (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:000000018129444X) AU - Takeuchi, Esther S. [Stony Brook University, NY (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)] (ORCID:0000000185181047) AU - Rubenstein, Brenda M. [Brown University, Providence, RI (United States)] (ORCID:0000000316430358) AU - Qi, Yue [Brown University, Providence, RI (United States)] (ORCID:0000000153311193) PY - 2026 DO - 10.1039/d6eb00085a UR - https://www.osti.gov/biblio/3363325 ID - 3363325 ER -