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Preprint Sep 2026

Scaling Multi-Agent Systems with Prospect-State Propagation

A phenomenon in which agent heterogeneity gradually decreases during simulation is revealed, and Prospect-State Propagation for Multi-Agent Systems (PspMAS) is proposed, Inspired by prospect theory, which decouples each agent's micro state into a compact Prospect State and an expressive Semantic State.

Zhi-Mei Chen, Mu Chen, Fakhri Karray · 0 citations

CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention

This study is reported as a feasibility demonstration rather than evidence of prospective, real-world clinical readiness, and the comparison with domain adaptation should not be read as unconditional superiority.

Mu Chen, Qi Wu, Bing-Chao Huang et al. · 0 citations

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