Author

Xinjie Yao

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Open access Oct 2026

Reconstruction Fidelity and Confidence Reliability in Overlapped Radiation-Detector Pulse Analysis Under Distribution Shift

Overlapped radiation-detector pulses must be resolved without conflating accurate pulse counting with reliable recovery of their latent components. This study examines how reconstruction fidelity and predictive confidence respond to controlled changes in detector signals using the public SAEFit dataset and model as a t...

Tao Hong, Bo Zhang, Xin-Jie Yao et al. · Italian National Conference... · 0 citations

Preprint Aug 2026

Socialized Division and Collaboration: Rethinking Class-Incremental Learning under Optimization Conflicts

This work proposes Socialized Division and Collaboration as a reformulation of continual learning that decomposes session learning across specialized models in response to optimization conflicts, while enabling coordinated collaboration and introduces an energy-based session-model compatibility criterion grounded in He...

Xinjie Yao, Zhi-He Fan, Yun-Qi Zhu et al. · 0 citations

Preprint Aug 2026

Towards a new paradigm of scientific discovery with socialized artificial intelligence

Bridging Literature, Agents, and Zero-gap Experimentation (BLAZE), a paradigm of socialized scientific intelligence, makes discovery more traceable, reproducible, and cumulative while preserving human creativity, judgment, and responsibility.

Xinjie Yao, Xing-Xin Xu, Xi-Yuan Gao et al. · 0 citations