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Yixin Zhang

6 papers indexed

openalexFigshare2026-07-23

Distillation-guided Optical Neural Networks with Reinforcement Learning-assisted Calibration

Kangjian Di, Fuhao Yu, Silin Chen, Jiashu Li, Andy Liu, Sen Shao, et al.

Optical neural networks (ONNs) promise ultra-fast and energy-efficient computing but are hampered by the critical challenge of on-chip training. Here, we propose an on-chip training distillation-guided optical neural network (DGONN) and introduce a forward distilled algorithm to…

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arxivcs.ROcs.AI2026-07-08

EgoWAM: World Action Models Beyond Pixels with In-the-Wild Egocentric Human Data

Baoyu Li, Xinchen Yin, Mengying Lin, Yixin Zhang, Danfei Xu

Egocentric human data offers scalable supervision for robot manipulation. However, behavior cloning entangles transferable content like objects, scenes, and task semantics, with non-transferable factors like human morphology, head motion, and behavioral style. We study whether Wo…

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arxivcs.LGcs.AIcs.CE2026-06-30

Dual-domain fused LSTM modeling for efficient time-dependent reliability analysis

Yixin Zhang, Mingyang Li, Zichao Jiang

Time-dependent reliability analysis is crucial for ensuring the long-term safety and performance of engineering systems under uncertainties. However, traditional surrogate model methods often struggle to incorporate time-independent random variables and capture their complex inte…

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