activity
20232026
most citedEywa: Automating Model Based Testing using LLMs

1 citations · 1 across the 4 of their papers we have counts for

collaborators

5 papers

cs.NI2026

Can LLMs help find Ambiguities in Protocol Specifications?

Ziyue Dang, Sixu Tan, Atharva Nevasekar +3

Internet protocol specifications written in RFCs are subject to ambiguities and multiple interpretations that can cause interoperability failure. While these have presumably cleare…

cs.NI2026

CornerCase: Automated Extremal Testing of Protocol Implementations using LLMs

Rathin Singha, Kuan Qian, Srinath Saikrishnan +6

Many software bugs in network protocol implementations arise near specification boundaries, such as inputs just within or outside allowed ranges, or messages that are valid in isol…

cs.NI2025

LLM-Based Config Synthesis requires Disambiguation

Rajdeep Mondal, Nikolaj Bjorner, Todd Millstein +2

Beyond hallucinations, another problem in program synthesis using LLMs is ambiguity in user intent. We illustrate the ambiguity problem in a networking context for LLM-based increm…

cs.SE2025

Extremal Testing for Network Software using LLMs

Rathin Singha, Harry Qian, Srinath Saikrishnan +4

Physicists often manually consider extreme cases when testing a theory. In this paper, we show how to automate extremal testing of network software using LLMs in two steps: first,…

cs.NI2023★ 1 cited

Eywa: Automating Model Based Testing using LLMs

Rajdeep Mondal, Rathin Singha, Todd Millstein +3

Model-based testing (MBT), whereby a model of the system under test is analyzed to generate high-coverage test cases, has been used to test protocol implementations. A key barrier…