Authors

Hengyu Zhong

Publications 2

Preprint Open access

MC-TRCM: Observation-Aware Recursive Fusion for Incomplete Mobile and Wearable Mental-Health Feature Views

Wentao Wang, Lifeng Han, Zining Ren et al. · 2026

Public mobile and wearable mental-health datasets often provide summarized feature tables rather than synchronized raw sensor streams. In these releases, each anchor corresponds to a survey or label time and may combine phone or wearable summaries, prior symptom scores, demographics, clinical variables, and source-avai …

Preprint Open access

Shared Phase and Retention Control for Efficient Adaptive Spectral Recurrence

Wentao Wang, Hengyu Zhong, Yunhan Jiang et al. · 2026

As new evidence arrives, a sequence model must update what it remembers and how memory influences predictions. While Transformers incur computation and cache costs scaling with context length, fixed-state recurrent models offer constant-memory inference. However, linear and spectral recurrences traditionally rely on st …

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