Author

Hua-Min Chen

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Preprint Aug 2026

SeisMamba: Low-Latency Single-Station Seismic Magnitude Estimation for Spatially Distributed Earthquake Early Warning

Rapid earthquake magnitude estimation is central to earthquake early warning, yet many operational systems depend on dense regional seismic networks and region-specific calibration. This creates a spatial coverage barrier for high-risk areas with sparse sensing infrastructure. Single-station learning offers a lower-cos...

Quenton Yeo, Zhaoge Bi, Ling-Han Huang et al. · 0 citations

#artificial intelligence May 2026

Latent Action Reparameterization for Efficient Agent Inference

Large language model (LLM) agents often rely on long sequences of low-level textual actions, resulting in large effective decision horizons and high inference cost. While prior work has focused on improving inference efficiency through system-level optimizations or prompt engineering, we argue that a key bottleneck lie...

Wenhao Huang, Qing-Wen Zeng, Qi-Yue Chen et al. · arXiv.org · 0 citations

Preprint Aug 2026

When Context Misleads: Intent-Guided Decoding for Robust Retrieval-Augmented Generation

Intent-Guided Decoding (IGD) is proposed, a framework that arbitrates between retrieved context and parametric memory according to user intent and substantially improves factual recovery in RAG.

Haolin Jin, Pengyue Yang, Hua-Min Chen · 0 citations