On The Finetuning of MLIPs Through the Lens of Iterated Maps With BPTT. - Evan Dramko; Yizhi Zhu; Aleksandar Krivokapic; Geoffroy Hautier; Thomas Reps; Christopher M. Jermaine; Anastasios Kyrillidis (CoRR, 2025)