Feynman Graph Integrals and Almost Modular Forms

We introduce a type of graph integrals on elliptic curves from the heat kernel. We show that such graph integrals have modular properties under the modular group $SL(2,\mathbb{Z})$, and prove the polynomial nature of the anti-holomorphic dependence.