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cs.NI2026

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

Jaber Daneshamooz, Eugene Vuong, Alagappan Ramanathan +11

The paper presents Pramana, a composable, domain‑specific backend that separates experiment intent from execution substrate to streamline the generation of empirical networking dat…

cs.NI2026

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.NI2026

NetForge: 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.NI2025

SpliDT: Partitioned Decision Trees for Scalable Stateful Inference at Line Rate

Murayyiam Parvez, Annus Zulfiqar, Roman Beltiukov +4

Machine learning (ML) is increasingly being deployed in programmable data planes (switches and SmartNICs) to enable real-time traffic analysis, security monitoring, and in-network…

cs.NI2025

The Multifractal IP Address Structure: Physical Explanation and Implications

Chris Misa, Ram Durairajan, Arpit Gupta +2

The structure of IP addresses observed in Internet traffic plays a critical role for a wide range of networking problems of current interest. For example, modern network telemetry…