Long-term memory supports agents across sessions. Repeated retrieval and write-back can let one historical claim occupy multiple retrieval positions and influence current answers without independent evidence. Existing work examines retrieval, updating, and question answering, leaving same-source record accumulation and...
Yufeng Li, Sheng Yao, Peng Zeng et al.· 0 citations
TTS-Guard is presented, a black-box ownership verification framework for TTS models built on adversarial speaker-pair fingerprints that selects key speaker pairs in a dual embedding space for architecture-agnostic stealth and optimises a perturbation through an adaptive curriculum of shadow models covering fine-tuning,...
Xu-Bin Yue, Zhenhua Xu, Zhebo Wang et al.· Conference on Empirical Meth...· 0 citations
Recast is a safety risk forecasting framework that advances LLM safeguarding beyond turn-level violation detection to trajectory-level risk prediction, and demonstrates the effectiveness of trajectory-level forecasting in identifying emerging risks before safety violations occur.
Shi Lin, Peng Qian, Ding-Hao Liu et al.· arXiv.org· 0 citations
HalluProp, a Propagation-aware Hallucination inference framework that estimates individual agent failures and emergent system-level hallucination risks before inter-agent interaction, and effectively complements post-hoc methods, highlighting the potential of pre-hoc risk inference for building more reliable multi-agen...
Shi Lin, Chenpei Wang, Peng Qian et al.· 0 citations
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