llm safety 2causal temporal modeling 1hallucination detection 1multi-agent systems 1multi-turn dialogue 1pre-hoc risk inference 1risk forecasting 1risk propagation 1trajectory-level prediction 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CR2026
Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems
Shi Lin, Chenpei Wang, Peng Qian +4
The paper introduces HalluProp, a framework that predicts which agents in a large‑language‑model based multi‑agent system are likely to hallucinate and estimates the overall system…
cs.LG2026
Forecasting Trajectory-Level Safety Risks in Black-Box Multi-Turn Interactions
Shi Lin, Peng Qian, Dinghao Liu +5
The paper introduces Recast, a framework that predicts safety risks in multi‑turn interactions with large language models by forecasting how risks evolve over dialogue trajectories…