arXiv cs.LGPaper
LLMODE: Aligning ODEs with LLMs via Gated Token Injection for Irregular Spatio-Temporal Forecasting
This is a technical solve for a hard problem: getting frozen LLMs to handle irregular time-series data without retraining. The gated cross-attention trick is worth reading if you're building forecasting systems. Limited novelty if you're not in that domain, but solid engineering work if you are.