Discovery on Target 2026 has ended. This guide stays up as the record of who was there. Next: Discovery on Target 2027, Oct 18–21, 2027 in Boston

AI and machine learning in drug design at Discovery on Target 2026

Sep 28 – Oct 1, 2026 Boston, MA ~1.1k attendees Website

28 organizations at Discovery on Target 2026 present work in AI and machine learning in drug design: 18 technology and service providers, 6 drug developers and 4 academic, government and non-profit bodies. Between them they bring 44 presentations to the program. Most represented: Genentech, University of California, San Francisco and Eli Lilly. As of Oct 8, 2026.

All 510 organizations at Discovery on Target 2026 →

Format
Top represented
Showing 1–11 of 28 organizations
OrganizationDiscovery on Target 2026 Attendance
Genentech
South San Francisco, CA
Large pharma
Biotechnology company and member of the Roche Group, discovering and developing medicines in oncology, immunology and neuroscience.
Talk
Mon Sep 28
10:15am–10:45am
AI-empowered Early Target Discovery with MARS: Multimodal Platform for Target Prioritization and Modality Selection
Symposium: Generative AI/Machine Learning-Driven Drug Design
Talk
Tue Sep 29
11:05am–11:35am
Molecular Basis of CXC Chemokine Receptor 3 Ligand Multispecificity
Antibodies Against Challenging Targets
Talk
Wed Sep 30
12:20pm–12:50pm
Template-Driven Scaffolding of SCFFBXO42 Regulates PP2A Degradation
Emerging Drug Targets
Talk
Wed Sep 30
2:05pm–2:35pm
Talk
Thu Oct 1
11:50am–12:20pm
Talk
Thu Oct 1
4:05pm–4:35pm
Using Metal Ions to Identify Novel PPI Binding Sites
Lead Generation Strategies
Talk
Thu Oct 1
4:35pm–5:05pm
Mechanistic Insights into Hit-Selection Based on DEL Screening
Lead Generation Strategies
Panel
Mon Sep 28
5:00pm–6:00pm
Where and How Can Open Source AI/ML Learning Impact Drug Development?
Symposium: Generative AI/Machine Learning-Driven Drug Design · with PsiThera, Ginkgo Bioworks, Eli Lilly +3 more
Talk
Tue Sep 29
10:35am–11:35am
Ninhydrin as a Covalent Warhead-Targeting Arginine
Lead Generation Strategies
Talk
Tue Sep 29
11:35am–12:05pm
Talk
Wed Sep 30
11:50am–12:20pm
Targeted Degradation of Extracellular Proteins via Induced Shedding
Novel Drug Modalities
Talk
Wed Sep 30
12:20pm–12:50pm
Making "n=1" Therapies Accessible for All with Computational Target Prediction
Innovative Discovery Technologies
Talk
Thu Oct 1
10:05am–10:35am
Structure-Guided Engineering of a Conformation-Specific Antibody–Drug Conjugate for AML
Antibodies Against Challenging Targets
Talk
Thu Oct 1
10:35am–11:05am
Eli Lilly
Indianapolis, IN
Large pharma
Global pharmaceutical company with medicines in diabetes, obesity, oncology, immunology and neuroscience.
Talk
Mon Sep 28
9:45am–10:15am
Lilly TuneLab: Applying Federated Learning in Drug Discovery
Symposium: Generative AI/Machine Learning-Driven Drug Design
Panel
Mon Sep 28
5:00pm–6:00pm
Where and How Can Open Source AI/ML Learning Impact Drug Development?
Symposium: Generative AI/Machine Learning-Driven Drug Design · with PsiThera, Ginkgo Bioworks, Inductive Bio +3 more
Talk
Wed Sep 30
10:50am–11:05am
POSTER SPOTLIGHT: Development of a Novel Platform for Directed Protein Evolution
Lead Generation Strategies
X-Chem
Waltham, MA
◆Corporate Sponsor
CROs & CDMOsCorporate Sponsor
Runs DNA-encoded library screening for drug developers, adding machine learning and medicinal chemistry to turn hits into leads.
Booth
Exhibiting at Booth 304
Tue, Sep 293:50pm–7:00pmWed, Sep 3011:05am–4:50pmThu, Oct 111:05am–2:15pm
Talk
Tue Sep 29
12:05pm–12:35pm
The Levels of DEL: How Library Chemistry Leads to Clinical Candidates
Lead Generation Strategies
Talk
Wed Sep 30
10:35am–11:05am
Chemomics-Driven Drug Discovery with ML and DEL
Innovative Discovery Technologies
Talk
Mon Sep 28
1:35pm–2:05pm
Multi-Objective Peptide Design for Programmable Therapeutics
Symposium: Generative AI/Machine Learning-Driven Drug Design
Talk
Wed Sep 30
2:05pm–2:35pm
◆Corporate Sponsor
Software & AICorporate Sponsor
DP Technology's computational drug discovery brand: free energy perturbation software, AI agents, patent intelligence and CADD services.
Talk
Tue Sep 29
12:05pm–12:35pm
Physics Meets Agentic AI: Integrating FEP and Patent Intelligence
Innovative Discovery Technologies
Gov/NGO
Non-profit consortium of companies and academic groups building open-source AI models for biomolecular structure prediction, such as OpenFold3.
Chair
Mon Sep 28
9:10am–9:15am
Chairperson's Remarks
Symposium: Generative AI/Machine Learning-Driven Drug Design
Talk
Mon Sep 28
4:00pm–4:30pm
From Consortium to Code: Developing OpenFold3
Symposium: Generative AI/Machine Learning-Driven Drug Design
Panel
Mon Sep 28
5:00pm–6:00pm
Where and How Can Open Source AI/ML Learning Impact Drug Development?
Symposium: Generative AI/Machine Learning-Driven Drug Design · with PsiThera, Ginkgo Bioworks, Eli Lilly +3 more
◆Corporate Sponsor
Software & AICorporate Sponsor
AI company offering machine-learning ADMET prediction models, chemistry software and high-throughput ADME assays to medicinal chemistry teams.
Booth
Exhibiting at Booth 428
Tue, Sep 293:50pm–7:00pmWed, Sep 3011:05am–4:50pmThu, Oct 111:05am–2:15pm
Talk
Mon Sep 28
11:15am–11:30am
From Models to Decisions: A Framework for Integrating AI Throughout Design Cycles to Guide Small Molecule Drug Discovery Programs
Symposium: Generative AI/Machine Learning-Driven Drug Design
Panel
Mon Sep 28
5:00pm–6:00pm
Where and How Can Open Source AI/ML Learning Impact Drug Development?
Symposium: Generative AI/Machine Learning-Driven Drug Design · with PsiThera, Ginkgo Bioworks, Eli Lilly +3 more
Generate Biomedicines
Somerville, MA
Biotech
Biotech using generative AI to design protein therapeutics, with antibody programs in clinical development.
Chair
Mon Sep 28
1:30pm–1:35pm
Chairperson's Remarks
Symposium: Generative AI/Machine Learning-Driven Drug Design
Talk
Mon Sep 28
3:05pm–3:35pm
From Proteins as Code to Programmable Therapeutics
Symposium: Generative AI/Machine Learning-Driven Drug Design
Ginkgo Bioworks
Boston, MA
CROs & CDMOs
Synthetic biology company offering cell engineering, lab automation and, through Ginkgo Datapoints, large-scale biological data generation for AI.
Talk
Mon Sep 28
11:30am–11:45am
AI Won’t Change Drug Discovery Unless We Change Drug Discovery For AI
Symposium: Generative AI/Machine Learning-Driven Drug Design
Panel
Mon Sep 28
5:00pm–6:00pm
Where and How Can Open Source AI/ML Learning Impact Drug Development?
Symposium: Generative AI/Machine Learning-Driven Drug Design · with PsiThera, Eli Lilly, Inductive Bio +3 more
Biotech
AI-driven drug discovery company that sells generative chemistry and target discovery software and runs its own clinical pipeline.
Talk
Mon Sep 28
10:45am–11:15am
From Model Validation to Clinical Translation: Closing the Gap in AI-Driven Drug Discovery
Symposium: Generative AI/Machine Learning-Driven Drug Design
Panel
Thu Oct 1
9:35am–11:05am
Bridging AI/ML Tools and Real-World Drug Discovery
Innovative Discovery Technologies · with University of Liverpool, Amazon Web Services, NVIDIA +3 more

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