Search Results for author: Clemens Winter

Found 5 papers, 4 papers with code

A smile is all you need: Predicting limiting activity coefficients from SMILES with natural language processing

1 code implementation15 Jun 2022 Benedikt Winter, Clemens Winter, Johannes Schilling, André Bardow

This training strategy enables SPT to accurately predict limiting activity coefficients even for unknown molecules, cutting the mean prediction error in half compared to state-of-the-art models for activity coefficient predictions such as COSMO-RS, UNIFAC, and improving on recent machine learning approaches.

BIG-bench Machine Learning

A Generalizable Approach to Learning Optimizers

1 code implementation2 Jun 2021 Diogo Almeida, Clemens Winter, Jie Tang, Wojciech Zaremba

A core issue with learning to optimize neural networks has been the lack of generalization to real world problems.

Language Modelling

Cannot find the paper you are looking for? You can Submit a new open access paper.