works on
causal temporal modeling 1llm safety 1multi-turn dialogue 1risk forecasting 1trajectory-level prediction 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

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…