Roman Beltiukov

According to our database, Roman Beltiukov authored at least 12 papers between 2019 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2026

SPLIDT: Partitioned Decision Trees for Scalable Stateful Inference at Line Rate.

Murayyiam Parvez, Annus Zulfiqar, Roman Beltiukov, Shir Landau Feibish, Walter Willinger, Arpit Gupta, Muhammad Shahbaz

Proceedings of the 23rd USENIX Symposium on Networked Systems Design and Implementation, 2026

2025

Leveraging Large Language Models to Contextualize Network Measurements.

Roman Beltiukov, Karthik Bhattaram, Evania Cheng, Vinod Kanigicherla, Akul Singh, Ken Thampiratwong, Arpit Gupta

CoRR, May, 2025

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., January, 2025

Demystifying Network Foundation Models.

Roman Beltiukov, Satyandra Guthula, Wenbo Guo, Walter Willinger, Arpit Gupta

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

2024

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

Proceedings of the 2024 Applied Networking Research Workshop, 2024

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., September, 2023

A NetAI Manifesto (Part II): Less Hubris, more Humility.

Walter Willinger, Arpit Gupta, Roman Beltiukov, Wenbo Guo

SIGMETRICS Perform. Evaluation Rev., September, 2023

netFound: Foundation Model for Network Security.

Satyandra Guthula, Navya Battula, Roman Beltiukov, Wenbo Guo, Arpit Gupta

CoRR, 2023

In Search of netUnicorn: A Data-Collection Platform to Develop Generalizable ML Models for Network Security Problems.

Roman Beltiukov, Wenbo Guo, Arpit Gupta, Walter Willinger

Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security, 2023

PINOT: Programmable Infrastructure for Networking.

Roman Beltiukov, Sanjay Chandrasekaran, Arpit Gupta, Walter Willinger

Proceedings of the Applied Networking Research Workshop, 2023

2022

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

Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security, 2022

2019

Optimizing Q-Learning with K-FAC Algorithm.

Roman Beltiukov

Proceedings of the Analysis of Images, Social Networks and Texts, 2019