1 code implementation • NeurIPS 2021 • Terrell Mundhenk, Mikel Landajuela, Ruben Glatt, Claudio Santiago, Daniel Faissol, Brenden Petersen
Symbolic regression is the process of identifying mathematical expressions that fit observed output from a black-box process.
no code implementations • ICML Workshop AutoML 2021 • Brenden K Petersen, Claudio Santiago, Mikel Landajuela
Many AutoML problems involve optimizing discrete objects under a black-box reward.
no code implementations • 8 Feb 2018 • Brenden K. Petersen, Jiachen Yang, Will S. Grathwohl, Chase Cockrell, Claudio Santiago, Gary An, Daniel M. Faissol
To the best of our knowledge, this work is the first to consider adaptive, personalized multi-cytokine mediation therapy for sepsis, and is the first to exploit deep reinforcement learning on a biological simulation.