activity
20202026
most citednetFound: Principled Design for Network Foundation Models

3 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

cs.NI2026

Pramana: A Composable, Domain-Specific Backend for Empirical Networking Research

Jaber Daneshamooz, Eugene Vuong, Alagappan Ramanathan +11

Networking research advances by turning hypotheses into empirical evidence, so accelerating it means reducing the lag between ideation (synthesizing a hypothesis) and generating th…

cs.NI2025

NetBurst: Event-Centric Forecasting of Bursty, Intermittent Time Series

Satyandra Guthula, Jaber Daneshamooz, Charles Fleming +3

Network operators monitor their infrastructure by collecting telemetry data such as packet counts, byte rates, or flow volumes, yet answering the questions that effective operation…

cs.LG2025

Demystifying Network Foundation Models

Sylee Beltiukov, Satyandra Guthula, Wenbo Guo +2

This work presents a systematic investigation into the latent knowledge encoded within Network Foundation Models (NFMs) that focuses on hidden representations analysis rather than…

cs.NI2025

NetReplica: A Programmable Substrate for Bottleneck-Centric Network Data Generation

Jaber Daneshamooz, Satyandra Guthula, Jessica Nguyen +5

The behavior of Internet applications is shaped by congestion dynamics at bottleneck links, yet data capturing application behavior across diverse bottleneck regimes remains scarce…

cs.NI2023★ 3 cited

netFound: Principled Design for Network Foundation Models

Sylee Beltiukov, Satyandra Guthula, Haarika Manda +5

Network foundation models promise reusable representations for diverse traffic analysis tasks, but recent diagnostic works have revealed fundamental problems: models exploit datase…

cs.CY2020

Analysis of Agricultural Policy Recommendations using Multi-Agent Systems

Satyandra Guthula, Sunil Simon, Harish Karnick

Despite agriculture being the primary source of livelihood for more than half of India's population, several socio-economic policies are implemented in the Indian agricultural sect…