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cs.LG2025
Generalizing PDE Emulation with Equation-Aware Neural Operators
Qian-Ze Zhu, Paul Raccuglia, Michael P. Brenner
Solving partial differential equations (PDEs) can be prohibitively expensive using traditional numerical methods. Deep learning-based surrogate models typically specialize in a sin…
cond-mat.soft2025
Fundamental Scaling Constraints for Equilibrium Molecular Computing
Erin Crawley, Qian-Ze Zhu, Michael P. Brenner
Molecular computing promises massive parallelization to explore solution spaces, but so far practical implementations remain limited due to off-target binding and exponential proli…