2 papers
cs.LG2026
PROACT-Agent: Progressive Runtime Oversight and Active Circuit-breaking for Real-Time Safety
Ding Jia, Wei Liu, Xianglong Du +5
The transition from Large Language Models (LLMs) to agents shifts safety stakes from toxic text to irreversible environmental harm. While current defenses remain largely retrospect…
cs.SD2026
Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder
Huaxuan Wang, Huimin Wang, Ruiyu Zhang +2
Recent advances in zero-shot text-to-speech (TTS) have substantially improved speech quality and voice cloning fidelity. However, many zero-shot TTS systems still depend on audio p…