There is recent work on causal forests which also reinterprets forests as a kernel method. The same group also came up with local linear forests, which can help in cases where smoothness and/or extrapolation is desired.

https://arxiv.org/pdf/1510.04342 https://arxiv.org/pdf/1807.11408