There is a trade-off in initial acceleration and extensibility to explore system dynamics, and future work should investigate options for leveraging both model types. Overall our results demonstrate the considerable speedup in Pynta's comprehensive TS exploration that can be 22 achieved using our concurrent learning loop or fine-tuning of a pre-trained MLP.