From Numerical Simulators to Neural Emulators and Back (Talk at RISE ML Seminar)

I had the honor to be invited to the RISE ML seminar series and speak about my current research. You can find the recording here and the slides here . In it, I build a bigger narrative arc around the results from APEBench and my recent NeurIPS 2025 paper on Neural Emulator Superiority . Below is the abstract of the talk: The potential for computational speedups and tackling unsolved problems has…