NotEvolve: A Notebook as the World Model for Self-Evolving Agents
NotEvolve treats a Jupyter notebook as the evolving state of an AI agent — a place where plans, code, outputs, visual evidence, and live kernel variables all persist across rounds. …
Learning Symbolic Models for Graph-Structured Physical Mechanism
Generalizes symbolic regression to graph-structured physical mechanisms by modeling the formula skeleton as a searchable message-passing flow.
Hongzhi shi