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 internet of things


WIRED's Smart Home Ecosystem Guide (2026)

WIRED

The answer may already be in your home. To achieve a smart home, you need a voice assistant to run it. A smart home assistant, usually folded into a smart speaker, will let you command your smart home with your voice and run your various routines. It also acts as a center for every gadget you want to add to your home. And you can add almost anything these days, from smart garage control to even voice-commanding your blinds .


Rule: Federated Rule Dataset for Rule Recommendation Benchmarking

Neural Information Processing Systems

In the rapidly evolving landscape of smart home automation, the potential of IoT devices is vast. In this realm, rules are the main tool utilized for this automation, which are predefined conditions or triggers that establish connections between devices, enabling seamless automation of specific processes. However, one significant challenge researchers face is the lack of comprehensive datasets to explore and advance the field of smart home rule recommendations. These datasets are essential for developing and evaluating intelligent algorithms that can effectively recommend rules for automating processes while preserving the privacy of the users, as it involves personal information about users' daily lives. To bridge this gap, we present the Wyze Rule Dataset, a large-scale dataset designed specifically for smart home rule recommendation research. Wyze Rule encompasses over 1 million rules gathered from a diverse user base of 300,000 individuals from Wyze Labs, offering an extensive and varied collection of real-world data. With a focus on federated learning, our dataset is tailored to address the unique challenges of a cross-device federated learning setting in the recommendation domain, featuring a large-scale number of clients with widely heterogeneous data. To establish a benchmark for comparison and evaluation, we have meticulously implemented multiple baselines in both centralized and federated settings. Researchers can leverage these baselines to gauge the performance and effectiveness of their rule recommendation systems, driving advancements in the domain.


Aqara's Matter-compatible camera promises easier smart home integration

Engadget

Aqara's Matter-compatible camera promises easier smart home integration The company says it's the first Matter-certified camera. Smart home company Aqara has launched what it says is the first camera certified for Matter, the open source standard that enables interoperability across brands, like Google and Amazon. The Aqara G350 is an indoor security cam that also functions as a Zigbee and Matter hub in the Aqara Home app, which means the camera will enable you to control various devices across smart home protocols from different brands within one location. The camera itself comes with a 4K wide-angle and a 2.5K telephoto lens, providing both panoramic and closeup views. It also has 9x hybrid zoom and a pan-tilt mechanism that can give you 360-degree coverage of the room it's in.






Reliableand Trustworthy Machine Learningfor Health Using Dataset Shift Detection

Neural Information Processing Systems

Thenoisemagnitudeobtained is 0.0 forskinlesionclassifier, 0.0005 forlungsoundclassifier, and 0.0 for Parkinson' sdisease classifier. InProceedingsofthe 17th Conferenceon Embedded Networked Sensor Systems, pages 1-14, 2019.


Update Apple's Home app this week--or risk losing control of your smart home

PCWorld

Apple is mandating users upgrade to its new Home architecture by February 10, 2026, or risk losing control of HomeKit-connected smart devices and automations. PCWorld reports the updated system no longer supports iPads as home hubs, requiring an Apple TV 4K ($129+) or HomePod ($99) instead. Despite initial rollout problems in 2022, the re-released architecture since iOS 16.4 promises improved reliability and efficiency for smart home management. Well, this is it: After a series of delays, Apple is finally nixing support for its old Home architecture, meaning those still relying on the previous version of Apple's Home framework have some decisions to make--quickly. The moment of truth arrives February 10, 2026, less than a week away.


Google just filled a gaping home automation gap

PCWorld

Google Home now supports smart button triggers for routines, filling a significant automation gap that Alexa and HomeKit have long offered users. PCWorld reports the update includes additional triggers like humidity levels, robot vacuum status, and contact sensor alerts for enhanced home monitoring.