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AI in Drug Discovery Xchange - San Francisco - 2026

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  1. Data Quality
    • Data Quality
    From fragmented to foundation ready, building trusted multimodal data ecosystems for scalable AI in drug discovery
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Spotlight Presentation:
  3. Drug Design & Modeling
    • Drug Design & Modeling
    Poster Presentation: Translating Real-World & Multi-Omic Data into Target Prioritization for Drug Discovery
    Translating real world and multi omic data into actionable target prioritization remains a significa ...
  4. Drug Response Prediction
    • Drug Response Prediction
    Poster Presentation: Training AI models on cell line and patient-derived data to improve response prediction
  5. Lead Generation & Optimization
    • Lead Generation & Optimization
    Poster Presentation: Developing drug substances using AI-driven computational solutions with increased efficacy and reduced side effects
    Developing drug substances with improved efficacy and reduced side effects remains a central challen ...
  6. Data Quality
    • Data Quality
    Poster Presentation: Integrating Protein Structure Prediction into AI Pipelines: Ensuring Data Quality for Reliable Drug Discovery
    Accurate protein structure prediction is increasingly central to AI driven drug discovery, yet varia ...
  7. Drug Design & Modeling
    • Drug Design & Modeling
    Sponsor Led Roundtable: Variability in preprocessing pipelines reduces confidence in results
    • How does variability in data preprocessing pipelines impact the reliability of structure based and ...
  8. Drug Response Prediction
    • Drug Response Prediction
    Sponsor Led Roundtable: Creating Shared Standards for Reproducible Progress in AI Drug Response Prediction
    What sources of variability most commonly undermine reproducibility in AI driven drug response predi ...
  9. Drug Design & Modeling
    • Drug Design & Modeling
    The peptide brain challenge: leveraging AI to unlock efficient blood-brain barrier penetration
  10. Lead Generation & Optimization
    • Lead Generation & Optimization
    Harnessing AI-powered de novo design to navigate the hit-to-lead optimization journey
  11. Drug Design & Modeling
    • Drug Design & Modeling
    Using AI to model ligand binding to target proteins and affinity predictions
  12. Drug Response Prediction
    • Drug Response Prediction
    From signal detection to causal prediction: advancing AI for rare and severe adverse drug reactions
    Causality from Real-World Data How can we reliably distinguish true drug-induced effects from confou ...
    Bamboo Lin
    Bamboo Lin, Safety Data Science Director - Genentech
  13. Target Identification
    • Target Identification
    Poster Presentation: Tracing the history and model tractability of datasets
    Tracing the history and tractability of datasets is critical for confident target identification, ye ...
  14. Drug Response Prediction
    • Drug Response Prediction
    Applying omic data analytics with real world evidence to predict personalised drug response.
  15. Lead Generation & Optimization
    • Lead Generation & Optimization
    Use of AI to reduce timeline of lead generation to optimization
  16. Target Identification
    • Target Identification
    High-dimensional biology, actionable targets: advancing drug discovery through transcriptomics
    High-dimensional transcriptomic data can generate a long list of interesting signals. How do you dis ...
    Grace Zheng
    Grace Zheng, Co-Founder - Perturb AI
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Opening Address & Keynote Presentation:
  18. Data Quality
    • Data Quality
    Talking with the Data: Building AI Agent Infrastructure for Collaborative Drug Discovery
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Drinks-Canape Reception
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    1-2-1 Meetings / Networking Break
  21. Target Identification
    • Target Identification
    Enabling drug discovery through high dimensional data: Elucidating novel druggable nodes by connecting disease biology to chemical space through transcriptomics
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Registration
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Afternoon Refreshments
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Spotlight Presentation:
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    1-2-1 Meetings / Networking Break
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    1-2-1 Meetings / Networking Break
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    Networking Lunch
  28. Target Identification
    • Target Identification
    Sponsor-Led Roundtable: Augmented intelligence in drug target identification: separating facts from fables and fiction
    How can augmented intelligence improve confidence in target identification when biological evidence ...
  29. Lead Generation & Optimization
    • Lead Generation & Optimization
    Sponsor Led Roundtable: Breaking the Ground Truth Data Barrier - Using advanced quantum chemistry to provide high-quality training and co-inference data for physics- and AI-enhanced prediction of molecular properties
  30. Data Quality
    • Data Quality
    Sponsor-Led Roundtable: Accelerating Drug Discovery: AI's role in sifting through scientific knowledge
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    Morning Refreshments
    • Data Quality
    • Target Identification
    • Lead Generation & Optimization
    • Drug Response Prediction
    • Drug Design & Modeling
    1-2-1 Meetings / Networking Break
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