Optimizing Q-Learning with K-FAC Algorithm. - Roman Beltiukov (AIST (Supplement), 2019)

AI/ML for Network Security: The Emperor has no Clothes. - Arthur Selle Jacobs; Roman Beltiukov; Walter Willinger; Ronaldo A. Ferreira; Arpit Gupta; Lisandro Z. Granville (CCS, 2022)

PINOT: Programmable Infrastructure for Networking. - Roman Beltiukov; Sanjay Chandrasekaran; Arpit Gupta; Walter Willinger (ANRW, 2023)

In Search of netUnicorn: A Data-Collection Platform to Develop Generalizable ML Models for Network Security Problems. - Roman Beltiukov; Wenbo Guo 002; Arpit Gupta; Walter Willinger (CCS, 2023)

netFound: Foundation Model for Network Security. - Satyandra Guthula; Navya Battula; Roman Beltiukov; Wenbo Guo 002; Arpit Gupta (CoRR, 2023)

A NetAI Manifesto (Part II): Less Hubris, more Humility. - Walter Willinger; Arpit Gupta; Roman Beltiukov; Wenbo Guo 002 (SIGMETRICS Perform. Evaluation Rev., 2023)

A NetAI Manifesto (Part I): Less Explorimentation, More Science. - Walter Willinger; Arpit Gupta; Arthur Selle Jacobs; Roman Beltiukov; Ronaldo A. Ferreira; Lisandro Z. Granville (SIGMETRICS Perform. Evaluation Rev., 2023)

Harnessing Public Code Repositories to Develop Production-Ready ML Artifacts for Networking. - Punnal Ismail Khan; Satyandra Guthula; Roman Beltiukov; Roland Schmid; Tobias Bühler; Arpit Gupta; Laurent Vanbever; Walter Willinger (ANRW, 2024)

When Something Looks too Good to be True, it Usually is! AI is Causing a Credibility Crisis in Networking. - Walter Willinger; Ronaldo A. Ferreira; Arpit Gupta; Roman Beltiukov; Satyandra Guthula; Lisandro Z. Granville; Arthur Selle Jacobs (Comput. Commun. Rev., 2025)

Leveraging Large Language Models to Contextualize Network Measurements. - Roman Beltiukov; Karthik Bhattaram; Evania Cheng; Vinod Kanigicherla; Akul Singh; Ken Thampiratwong; Arpit Gupta (CoRR, 2025)