Muhammad Hassan (University of Illinois Urbana Champaign), Carl Gunter (University of Illinois Urbana Champaign), Susan Landau (Tufts University), Masooda Bashir (University of Illinois Urbana Champaign)

Matter seeks to resolve long-standing interoper-ability problems in the Internet of Things (IoT), yet little is known about how developers experience the standard in day-to-day work. This paper examines over 13,000 issues from the official Project CHIP GitHub repository to understand the kinds of problems contributors report when implementing and integrating Matter. Using topic modeling and qualitative analysis, we identify four recurring areas of concern—Testing, Interoperability, Development, and Platform & Network—and describe how they manifest in the evolution of the codebase and tooling. The findings reveal systematic technical and integration challenges and point to concrete opportunities to refine Matter’s test infrastructure, cross-vendor guidance, and documentation as the standard continues to mature.

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PAIEL: Protocol-Aware and Context-Integrated Protocol Explanation Using LLMs for...

Takeshi Kaneko (Panasonic Holdings Corporation), Hiroyuki Okada (Panasonic Holdings Corporation), Rashi Sharma (Panasonic R&D Center Singapore), Tatsumi Oba (Panasonic Holdings Corporation), Naoto Yanai (Panasonic Holdings Corporation)

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TIPSO-GAN: Malicious Network Traffic Detection Using a Novel Optimized...

Ernest Akpaku (School of Computer Science and Communication Engineering, Jiangsu University), Jinfu Chen (School of Computer Science and Communication Engineering, Jiangsu University), Joshua Ofoeda (University of Professional Studies, Accra)

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Characterizing the Implementation of Censorship Policies in Chinese LLM...

Anna Ablove (University of Michigan), Shreyas Chandrashekaran (University of Michigan), Xiao Qiang (University of California at Berkeley), Roya Ensafi (University of Michigan)

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