Accepted at the ICML 2026 Workshop on Statistical Frameworks for Uncertainty in Agentic Systems.
This preprint studies path-dependent uncertainty in agentic text-simulation systems. HawkesLLM separates temporal influence modeling from text generation: a multivariate Hawkes process selects compact prompt memory, and a language model writes each new event from that memory.