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Karthik Vaidhyanathan

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Book Open access Oct 2026

Agents as Architecture Evaluators: Automating ATAM and SAAM for Continuous Assessment

The long-term success of a software system relies heavily on its un-derlying architecture, which dictates its performance with respect to quality attributes. Software Architecture Evaluation methods, such as the Architecture Tradeoff Analysis Method (ATAM) and the Software Architecture Analysis Method (SAAM), are widel...

Adyansh Kakran, Sathvika Miryala, Karthik Vaidhyanathan · 0 citations
Sep 2026

Uncertainty Interaction in Software-Intensive Systems: A Community Roadmap

This roadmap paper reports the outcomes of the NII Shonan Seminar No. 232 on Uncertainty Interaction in Software-Intensive Systems (UNISON), held in March 2026 and develops a shared conceptual vocabulary for distinguishing uncertainty sources, propagation, confluence, interaction, and relevance; proposes an abstract wo...

Javier Cámara, R. Mirandola, Kenji Tei et al. · 0 citations
#artificial intelligence Review Sep 2026

Can LLMs Extract Architectural Design Decisions from Source Code Commits? - A Preliminary Exploratory Study

A preliminary study using four LLMs with zeroshot and fewshot prompting on 30 developer-written ADDs from open-source projects finds that the generated ADDs are often too long, implementation-focused, and miss the rationale behind the decision.

Amey Karan, Rudra Dhar, Mohamed Soliman et al. · 0 citations
Conference Jul 2026

Performance Evaluation of Interoperability and Control Implementation for IoT-Based Smart Spaces

The integration of IoT devices and the development of smart cities have brought about significant changes in urban infrastructure. Smart spaces represent a pivotal use case, exemplifying the integration of IoT sensors to enhance automation and decision-making. In these environments, interoperability is critical when in...

Sasidhar Varada, Ushasri Mogadali, Deepak Gangadharan et al. · 0 citations

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