Author

Yingjie Li

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#machine learning Preprint Sep 2026

PROACT-Agent: Progressive Runtime Oversight and Active Circuit-breaking for Real-Time Safety

The transition from Large Language Models (LLMs) to agents shifts safety stakes from toxic text to irreversible environmental harm. While current defenses remain largely retrospective, proactive runtime intervention is bottlenecked by the lack of large-scale, causally-consistent data. We propose PROACT-Agent, a framewo...

Ding Jia, Wei Liu, Xiang-Long Du et al. · 0 citations

Preprint Aug 2026

Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder

A multilingual zero-shot TTS system that supports 14 languages and performs both intra-lingual and cross-lingual reference cloning without requiring transcripts of audio prompts, which achieves the best average overall rank in human evaluation among recent open-source and commercial systems.

Hua-Xuan Wang, Hui-Min Wang, Ruiyu Zhang et al. · 0 citations