Contextual Distillation Model for Diversified Recommendation

F Li, X Si, S Tang, D Wang, K Han, B Han… - Proceedings of the 30th …, 2024 - dl.acm.org
The diversity of recommendation is equally crucial as accuracy in improving user
experience. Existing studies, eg, Determinantal Point Process (DPP) and Maximal Marginal …

Make your home safe: Time-aware unsupervised user behavior anomaly detection in smart homes via loss-guided mask

J Xiao, Z Xu, Q Zou, Q Li, D Zhao, D Fang, R Li… - Proceedings of the 30th …, 2024 - dl.acm.org
Smart homes, powered by the Internet of Things, offer great convenience but also pose
security concerns due to abnormal behaviors, such as improper operations of users and …

I Know Your Intent: Graph-enhanced Intent-aware User Device Interaction Prediction via Contrastive Learning

J Xiao, Q Zou, Q Li, D Zhao, K Li, Z Weng, R Li… - Proceedings of the …, 2023 - dl.acm.org
With the booming of smart home market, intelligent Internet of Things (IoT) devices have
been increasingly involved in home life. To improve the user experience of smart homes …

Themis: A passive-active hybrid framework with in-network intelligence for lightweight failure localization

J Xiao, Q Li, D Zhao, X Zuo, W Tang, Y Jiang - Computer Networks, 2024 - Elsevier
The fast and efficient failure detection and localization is essential for stable network
transmission. Unfortunately, existing schemes suffer from a few drawbacks such as …

Dependency-aware action planning for smart home

J Kim, J Lee, J Yun, U Kang - PloS one, 2024 - journals.plos.org
How can a smart home system control a connected device to be in a desired state? Recent
developments in the Internet of Things (IoT) technology enable people to control various …

Make Your Home Safe: Time-aware Unsupervised User Behavior Anomaly Detection in Smart Homes via Loss-guided Mask

J Xiao, Z Xu, Q Zou, Q Li, D Zhao, D Fang, R Li… - arXiv preprint arXiv …, 2024 - arxiv.org
Smart homes, powered by the Internet of Things, offer great convenience but also pose
security concerns due to abnormal behaviors, such as improper operations of users and …

Timing Matters: Enhancing User Experience through Temporal Prediction in Smart Homes

S Ganatra, S Anaokar, P Bhattacharyya - arXiv preprint arXiv:2411.18719, 2024 - arxiv.org
Have you ever considered the sheer volume of actions we perform using IoT (Internet of
Things) devices within our homes, offices, and daily environments? From the mundane act …

Dissect Black Box: Interpreting for Rule-Based Explanations in Unsupervised Anomaly Detection

Y Zhang, R Li, N Wu, Q Li, X Lin, Y Hu, T Li… - The Thirty-eighth Annual … - openreview.net
In high-stakes sectors such as network security, IoT security, accurately distinguishing
between normal and anomalous data is critical due to the significant implications for …