Author

Teng Li

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Preprint Oct 2026

SwingGuard: Risk-Conditioned Multi-Agent Swing Trading with Dual-Timescale Governance

Cryptocurrency swing trading spans mismatched timescales: positions remain active while market and event risk can change within minutes. However, many predictive and large language model (LLM)-based trading systems assess risk after strategy generation or run both functions at the same cadence, leaving proposals uncond...

Jun-Zhou Su, Yi-Chen Luo, Ye-Bo Feng et al. · 0 citations

Preprint Jul 2026

Open Models, Open Risks: Measuring Unsafe Generation in Text-to-Image Models In the Wild

A large-scale empirical study of in-the-wild T2I safety through the lens of jailbreak, showing that detector-only jailbreak metrics substantially overestimate practical risk over in the wild due to semantic drift and generation artifacts and introducing Advanced ASR to better capture semantically valid and visually pla...

Peilin Han, Yang Liu, Yilong Yang et al. · 0 citations