Author

Linghong Tan

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Open access Sep 2026

Architecturally Constrained Monotone Functions as Lyapunov-Stable Performance Certificates: A Function-Space Approach

It is proved that the standard exponential family Fexp constitutes a nowhere-dense, three-dimensional submanifold of the infinite-dimensional space of valid certificates, and that any learnable function with architecturally enforced monotonicity and positivity constitutes a valid, stability-preserving performance certi...

Xing-Da Li, Jian-Qiang Zhang, Yi-Ping Liu et al. · Mathematics · 0 citations

Open access Aug 2026

FFR-YOLO: A Frequency-Guided Fusion Reconstruction Network for Small-Object Detection in Remote Sensing Images

Improvements over the baseline YOLOv8 are presented, validating the effectiveness and practical value of the proposed method for small-object detection in remote sensing scenarios.

Peng-Fei Zhang, Jian-Qiang Zhang, Jian Liu et al. · Remote Sensing · 0 citations

Open access Aug 2026

LLM-Assisted Mission Planning, Predictive Coordination, and Adaptive Topology Management for Resilient USV Swarm Control Under Communication Denial

The three-layer temporal decoupling architecture provides a practical template for safely integrating LLM-assisted planning with real-time multi-agent control in contested environments.

Xingda Li, Jian-Qiang Zhang, Yiping Liu et al. · Drones · 1 citation