From the 1 of 6 linked papers with an AI index.
6 papers
Making Time-Sensitive Networking Deployable: A Comprehensive Lifecycle Architecture
Rubi Debnath, Paul Pop, Silviu S. Craciunas +2
Time-Sensitive Networking (TSN) provides deterministic guarantees and bounded latency for safety-critical applications across different domains. While the IEEE 802.1 TSN standards…
Introducing Large Language Models into the Design Flow of Time-Sensitive Networking
Rubi Debnath, Luxi Zhao, Mohammadreza Barzegaran +2
The paper investigates how large language models can be used to automate the design, configuration, and management of Time Sensitive Networking (TSN) systems, presenting a proof‑of…
TSNBench: Benchmarking LLM Proficiency in Time-Sensitive Networking
Rubi Debnath, Daniel Bujosa Mateu, Luxi Zhao +3
We present TSNBench, the first benchmark for evaluating large language model (LLM) proficiency in Time-Sensitive Networking (TSN), a suite of IEEE 802.1 standards for deterministic…
Towards an Optimized Multi-Cyclic Queuing and Forwarding in Time Sensitive Networking with Time Injection
Rubi Debnath, Mohammadreza Barzegaran, Sebastian Steinhorst
Cyclic Queuing and Forwarding (CQF) is a Time-Sensitive Networking (TSN) shaping mechanism that provides bounded latency and deterministic Quality of Service (QoS). However, CQF's…
Learning-Based Traffic Classification for Mixed-Critical Flows in Time-Sensitive Networking
Rubi Debnath, Luxi Zhao, Sebastian Steinhorst
Time-Sensitive Networking (TSN) supports multiple traffic types with diverse timing requirements, such as hard real-time (HRT), soft real-time (SRT), and Best Effort (BE) within a…
CyclicSim: Comprehensive Evaluation of Cyclic Shapers in Time-Sensitive Networking
Rubi Debnath, Luxi Zhao, Mohammadreza Barzegaran +1
Cyclic Queuing and Forwarding (CQF) is a key Time-Sensitive Networking (TSN) shaping mechanism that ensures bounded latency using a simple gate control list (GCL). Recently, varian…