Sponsor Led Roundtable: Creating Shared Standards for Reproducible Progress in AI Drug Response Prediction
06 May 2026
Drug Response Prediction
- What sources of variability most commonly undermine reproducibility in AI driven drug response prediction models
- How can shared standards be defined without constraining model innovation and exploratory design approaches
- Which data inputs and modeling assumptions require the highest level of standardization to support reliable predictions
- How are teams validating and benchmarking drug response models across different datasets and platforms
- How can reproducibility metrics be integrated into modeling workflows to improve confidence in design decisions