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

(Under Review) 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

(discarded) Convergence Analysis of Two Layer Neural Networks under Gaussian Input Masking
Fangshuo Liao, Evan Dramko, Ziyun Guang, Anastasios Kyrillidis
, 2025