Publications

(Preprint) On The Finetuning of MLIPs Through the Lens of Iterated Maps With BPTT
Dramko Evan, Zhu Yizhi, Krivokapic Aleksander, Hautier Geoffroy, Reps Thomas, Jermaine Christopher, Anastasios Kyrillidis
, 2025

(Preprint) ADAPT: Lightweight, Long-Range Machine Learning Force Fields Without Graphs
Dramko Evan, Xiong Yihuang, Zhu Yizhi, Hautier Geoffroy, Reps Thomas, Jermaine Christopher, Anastasios Kyrillidis
, 2025
Zenodo; Github; Webpage
ADAPT will be presented as a poster at MRS Fall 2025!

Completion of partial structures using Patterson maps with the CrysFormer machine learning model
Tom Pan, Evan Dramko, Mitchell D Miller, George N Phillips Jr, Anastasios Kyrillidis
IUCr Acta Crystallographica D, 2025

RecCrysFormer: Refined Protein Structural Prediction from 3D Patterson Maps via Recycling Training Runs
Tom Pan, Evan Dramko, Mitchell D Miller, George N Phillips Jr, Anastasios Kyrillidis
Conference on Parsimony and Learning (CPAL), 2025

Characterizing the effect of filament moisture on tensile properties and morphology of fused deposition modeled polylactic acid/polybutylene succinate parts
Raihan Quader, Evan Dramko, David Grewell, Jed Randall, Lokesh Narayanan
3D Printing and Additive Manufacturing, 2024