Machine Heart

Jun 16, 2026 · Artificial Intelligence

From Bayesian to LLMs: A Comprehensive Survey of Recent Temporal Point Process Advances

This article reviews the rapid evolution of Temporal Point Processes, covering Bayesian non‑parametric models, neural architectures—including RNN, Transformer, and ODE‑based designs—and the emerging LLM‑driven approaches, while discussing training methods, benchmarks, applications, and open research challenges.