83 citations · 121 across the 7 of their papers we have counts for
7 papers
ML Mule: Mobile-Driven Context-Aware Collaborative Learning
Haoxiang Yu, Javier Berrocal, Christine Julien
Artificial intelligence has been integrated into nearly every aspect of daily life, powering applications from object detection with computer vision to large language models for wr…
Thoughtful Things: Building Human-Centric Smart Devices with Small Language Models
Evan King, Haoxiang Yu, Sahil Vartak +3
Everyday devices like light bulbs and kitchen appliances are now embedded with so many features and automated behaviors that they have become complicated to actually use. While suc…
Cheating off your neighbors: Improving activity recognition through corroboration
Haoxiang Yu, Jingyi An, Evan King +2
Understanding the complexity of human activities solely through an individual's data can be challenging. However, in many situations, surrounding individuals are likely performing…
Sasha: Creative Goal-Oriented Reasoning in Smart Homes with Large Language Models
Evan King, Haoxiang Yu, Sangsu Lee +1
Smart home assistants function best when user commands are direct and well-specified (e.g., "turn on the kitchen light"), or when a hard-coded routine specifies the response. In mo…
iDML: Incentivized Decentralized Machine Learning
Haoxiang Yu, Hsiao-Yuan Chen, Sangsu Lee +3
With the rising emergence of decentralized and opportunistic approaches to machine learning, end devices are increasingly tasked with training deep learning models on-devices using…
"Get ready for a party": Exploring smarter smart spaces with help from large language models
Evan King, Haoxiang Yu, Sangsu Lee +1
The right response to someone who says "get ready for a party" is deeply influenced by meaning and context. For a smart home assistant (e.g., Google Home), the ideal response might…
Dataset: Analysis of IFTTT Recipes to Study How Humans Use Internet-of-Things (IoT) Devices
Haoxiang Yu, Jie Hua, Christine Julien
With the rapid development and usage of Internet-of-Things (IoT) and smart-home devices, researchers continue efforts to improve the "smartness" of those devices to address daily n…