A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels. - Robert J. Joyce; Edward Raff; Charles Nicholas (AISec@CCS, 2021)

Document engineering issues in malware analysis. - Charles Nicholas; Robert J. Joyce; Steve Simske (DocEng, 2021)

MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels. - Robert J. Joyce; Dev Amlani; Charles Nicholas; Edward Raff (CoRR, 2021)

Rank-1 Similarity Matrix Decomposition For Modeling Changes in Antivirus Consensus Through Time. - Robert J. Joyce; Edward Raff; Charles Nicholas (CoRR, 2022)

Evaluating Representativeness in PDF Malware Datasets: A Comparative Study and a New Dataset. - Ran Liu; Robert J. Joyce; Cynthia Matuszek; Charles Nicholas (IEEE Big Data, 2023)

MalDICT: Benchmark Datasets on Malware Behaviors, Platforms, Exploitation, and Packers. - Robert J. Joyce; Edward Raff; Charles Nicholas; James Holt (CAMLIS, 2023)

AVScan2Vec: Feature Learning on Antivirus Scan Data for Production-Scale Malware Corpora. - Robert J. Joyce; Tirth Patel; Charles Nicholas; Edward Raff (AISec@CCS, 2023)

MOTIF: A Malware Reference Dataset with Ground Truth Family Labels. - Robert J. Joyce; Dev Amlani; Charles Nicholas; Edward Raff (Comput. Secur., 2023)

Semi-Supervised Classification of Malware Families Under Extreme Class Imbalance via Hierarchical Non-Negative Matrix Factorization with Automatic Model Selection. - Maksim Ekin Eren; Manish Bhattarai; Robert J. Joyce; Edward Raff; Charles Nicholas; Boian S. Alexandrov (ACM Trans. Priv. Secur., 2023)

Ransomware Evolution: Unveiling Patterns Using HDBSCAN. - Prajna Bhandary; Robert J. Joyce; Charles Nicholas (CAMLIS, 2024)

ClarAVy: A Tool for Scalable and Accurate Malware Family Labeling. - Robert J. Joyce; Derek Everett; Maya Fuchs; Edward Raff; James Holt (WWW (Companion Volume), 2025)

EMBER2024 - A Benchmark Dataset for Holistic Evaluation of Malware Classifiers. - Robert J. Joyce; Gideon Miller; Phil Roth 002; Richard Zak; Elliott Zaresky-Williams; Hyrum S. Anderson; Edward Raff; James Holt (CoRR, 2025)