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cs.LG2024★ 1 cited
Applying Multi-Fidelity Bayesian Optimization in Chemistry: Open Challenges and Major Considerations
Edmund Judge, Mohammed Azzouzi, Austin M. Mroz +2
Multi fidelity Bayesian optimization (MFBO) leverages experimental and or computational data of varying quality and resource cost to optimize towards desired maxima cost effectivel…
cs.LG2024
PolyCL: Contrastive Learning for Polymer Representation Learning via Explicit and Implicit Augmentations
Jiajun Zhou, Yijie Yang, Austin M. Mroz +1
Polymers play a crucial role in a wide array of applications due to their diverse and tunable properties. Establishing the relationship between polymer representations and their pr…