Author

Yi-Ming Chen

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Conference Open access 2026

NaturalSloth: Revisiting Denial-of-Service Attacks on Large Language Models

This work introduces NaturalSloth, an adversarial dataset of natural, instruction-based DoS prompts, and designs a multi-agent synthesis framework to scale the dataset while preserving malicious intent and increasing semantic diversity.

Yiming Chen, Zexin Li, Xianghu Yue et al. · Annual Meeting of the Associ... · 0 citations

Preprint Jul 2026

Listen, Think, Transcribe: Continuous Latent Test-Time Scaling for ASR

The results show that a small, carefully chosen activation set can switch on test-time scaling inside a frozen ASR model without corrupting the model itself, converting fixed per-utterance compute into input-dependent compute where it is most needed.

Ho-Lam Chung, Yiming Chen, Dau-Cheng Lyu et al. · 0 citations