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Book Open access Jul 2026

PAUSE: A User-Centric Benchmark for Personal AI Assistants in Unified Service Environments

Personal AI assistants are increasingly deployed as task-oriented, tool-augmented agents that operate within unified service environments to support everyday user activities. In realistic settings, such assistants must reason over persistent user state, respect user-specific configurations and permissions, and sustain...

Hao Chen, Xirui Shi, Yuyao Wang et al. · 0 citations
#machine learning Preprint Sep 2026

MethaneFuse: Learning from Multi-Sensor Satellite Observations for Methane Plume Detection

Sensor-availability experiments show that MethaneFuse improves detection when S2 is available and transfers plume knowledge to L8/9, EMIT, and S5P when S2 is unavailable, demonstrating the value of learning from incomplete heterogeneous sensor observations for practical methane plume detection.

Yu-Yao Wang, J. Leung, Di Niu · 0 citations

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