Research graph
References from A Closed-Loop Robot Scientist for Autonomous Biological Discovery. Local targets link to admitted publications; unresolved targets remain external evidence.
Accurate Structure Prediction of Biomolecular Interactions with AlphaFold 3
2026 · External reference
10.1038/nature02236
10.1038/nature02236 · External reference
Fully Automated Laboratory Robotic System for Automating Sample Preparation and Analysis to Reduce Cost and Time in Drug Development Process
2008 · External reference
Autonomous Discovery in the Chemical Sciences Part I: Progress
2024 · External reference
A mobile robotic chemist
2025 · External reference
AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning
2024 · External reference
Fast machine-learning online optimization of ultra-cold-atom experiments
2025 · External reference
Automated Experiment in 4D-STEM: Exploring Emergent Physics and Structural Behaviors. eng
10.1021/acsnano.1c11118 · 2022 · External reference
10.1038/ncomms11241
10.1038/ncomms11241 · External reference
10.1038/npjcompumats.2016.31
10.1038/npjcompumats.2016.31 · External reference
Accelerating the discovery of materials for clean energy in the era of smart automation
2025 · External reference
An autonomous laboratory for the accelerated synthesis of novel materials
2024 · External reference
The rise of self-driving labs in chemical and materials sciences
2025 · External reference
10.1093/bib/bbac570
10.1093/bib/bbac570 · External reference
Active Learning-Assisted Directed Evolution
10.1038/s41467-025-55987-8 · 2025 · External reference
Integrated Systems for Computational Scientific Discovery
10.1609/aaai.v38i20.30269 · 2024 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Machine learning-led semi-automated medium optimization reveals salt as key for flaviolin production in Pseudomonas putida
10.1038/s42003-025-08039-2 · 2025 · External reference
Robotic search for optimal cell culture in regenerative medicine
2025 · External reference
10.1371/journal.pone.0014370
10.1371/journal.pone.0014370 · External reference
Dexterous robotic manipulation of alert adult Drosophila for high-content experimentation
2025 · External reference
A programmable, open-source robot that scratches cultured tissues to investigate cell migration, healing, and tissue sculpting
2025 · External reference
Machine Learning on a Robotic Platform for the Design of Polymer-Protein Hybrids
10.1002/adma.202201809 · 2022 · External reference
10.1007/s40139-017-0128-8
10.1007/s40139-017-0128-8 · External reference
10.3389/fphys.2018.01660
10.3389/fphys.2018.01660 · External reference
Xenopus Leads the Way: Frogs as a Pioneering Model to Understand the Human Brain
2026 · External reference
10.1002/dvg.23406
10.1002/dvg.23406 · External reference
10.1002/dvg.23001
10.1002/dvg.23001 · External reference
10.1242/dmm.006494
10.1242/dmm.006494 · External reference
10.1126/scirobotics.abf1571
10.1126/scirobotics.abf1571 · External reference
10.1073/pnas.2112672118
10.1073/pnas.2112672118 · External reference
Material-Engineered Bioartificial Microorganisms Enabling Efficient Scavenging of Waterborne Viruses
2026 · External reference
Biofabrication of Living Actuators
2026 · External reference
10.1126/scirobotics.aaq0495
10.1126/scirobotics.aaq0495 · External reference
Necrobotics: Biotic Materials as Ready-to-Use Actuators
10.1002/advs.202201174 · 2022 · External reference
10.1073/pnas.1910837117
10.1073/pnas.1910837117 · External reference
10.1126/sciadv.adx4176
10.1126/sciadv.adx4176 · External reference
3D-printed Microfluidic Devices: Fabrication
2026 · External reference
Large-scale perfused tissues via synthetic 3D soft microfluidics
2023 · External reference
10.1021/jacsau.1c00438
10.1021/jacsau.1c00438 · External reference
Current State of Laboratory Automation in Clinical Microbiology Laboratory
10.1093/clinchem/hvab242 · 2021 · External reference
Unresolved reference
External reference
10.1145/130385.130417
10.1145/130385.130417 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.1109/jproc.2015.2494218
10.1109/jproc.2015.2494218 · External reference
The Economics of Reproducibility in Preclinical Research
2026 · External reference
Vibrational Stress Affects Extracellular Signal-Regulated Kinases Activation and Cytoskeleton Structure in Human Keratinocytes
2026 · External reference
10.1073/pnas.1422068112
10.1073/pnas.1422068112 · External reference
The Effects of Acute Hydrogen Peroxide Exposure on Respiratory Cilia Motility and Viability
10.7717/peerj.14899 · 2023 · External reference
The Effects of Temperature on Cellular Physiology
2026 · External reference
Human Organoids: Model Systems for Human Biology and Medicine
2026 · External reference
10.1111/cas.13155
10.1111/cas.13155 · External reference
Human Organs-on-Chips for Disease Modelling, Drug Development and Personalized Medicine
2026 · External reference
Unresolved reference
External reference
The Virtual Lab of AI Agents Designs New SARS-CoV-2 Nanobodies
2026 · External reference
Unresolved reference
External reference
10.1016/j.neubiorev.2016.06.022
10.1016/j.neubiorev.2016.06.022 · External reference
Variance Function Estimation
2026 · External reference
Estimation of Heteroscedasticity in Regression Analysis
2026 · External reference
Residual Variance Estimation Using a Nearest Neighbor Statistic
2026 · External reference
10.1101/pdb.prot5534
10.1101/pdb.prot5534 · External reference
Unresolved reference
External reference
The Animal Cap Assay
1999 · External reference
Isolation and Differentiation of Xenopus Animal Cap Cells
2009 · External reference
Machine Learning on a Robotic Platform for the Design of Polymer-Protein Hybrids
10.1002/adma.202201809 · ExternalCitation · doi-reference
Necrobotics: Biotic Materials as Ready-to-Use Actuators
10.1002/advs.202201174 · ExternalCitation · doi-reference
10.1002/dvg.23001
10.1002/dvg.23001 · ExternalCitation · doi-reference
10.1002/dvg.23406
10.1002/dvg.23406 · ExternalCitation · doi-reference
10.1007/s40139-017-0128-8
10.1007/s40139-017-0128-8 · ExternalCitation · doi-reference
10.1016/j.neubiorev.2016.06.022
10.1016/j.neubiorev.2016.06.022 · ExternalCitation · doi-reference
Automated Experiment in 4D-STEM: Exploring Emergent Physics and Structural Behaviors. eng
10.1021/acsnano.1c11118 · ExternalCitation · doi-reference
10.1021/jacsau.1c00438
10.1021/jacsau.1c00438 · ExternalCitation · doi-reference
10.1038/nature02236
10.1038/nature02236 · ExternalCitation · doi-reference
10.1038/ncomms11241
10.1038/ncomms11241 · ExternalCitation · doi-reference
10.1038/npjcompumats.2016.31
10.1038/npjcompumats.2016.31 · ExternalCitation · doi-reference
Active Learning-Assisted Directed Evolution
10.1038/s41467-025-55987-8 · ExternalCitation · doi-reference
Machine learning-led semi-automated medium optimization reveals salt as key for flaviolin production in Pseudomonas putida
10.1038/s42003-025-08039-2 · ExternalCitation · doi-reference
10.1073/pnas.1422068112
10.1073/pnas.1422068112 · ExternalCitation · doi-reference
10.1073/pnas.1910837117
10.1073/pnas.1910837117 · ExternalCitation · doi-reference
10.1073/pnas.2112672118
10.1073/pnas.2112672118 · ExternalCitation · doi-reference
10.1093/bib/bbac570
10.1093/bib/bbac570 · ExternalCitation · doi-reference
Current State of Laboratory Automation in Clinical Microbiology Laboratory
10.1093/clinchem/hvab242 · ExternalCitation · doi-reference
10.1101/pdb.prot5534
10.1101/pdb.prot5534 · ExternalCitation · doi-reference
10.1109/jproc.2015.2494218
10.1109/jproc.2015.2494218 · ExternalCitation · doi-reference
10.1111/cas.13155
10.1111/cas.13155 · ExternalCitation · doi-reference
10.1126/sciadv.adx4176
10.1126/sciadv.adx4176 · ExternalCitation · doi-reference
10.1126/scirobotics.aaq0495
10.1126/scirobotics.aaq0495 · ExternalCitation · doi-reference
10.1126/scirobotics.abf1571
10.1126/scirobotics.abf1571 · ExternalCitation · doi-reference
10.1145/130385.130417
10.1145/130385.130417 · ExternalCitation · doi-reference
10.1242/dmm.006494
10.1242/dmm.006494 · ExternalCitation · doi-reference
10.1371/journal.pone.0014370
10.1371/journal.pone.0014370 · ExternalCitation · doi-reference
Integrated Systems for Computational Scientific Discovery
10.1609/aaai.v38i20.30269 · ExternalCitation · doi-reference
10.3389/fphys.2018.01660
10.3389/fphys.2018.01660 · ExternalCitation · doi-reference
The Effects of Acute Hydrogen Peroxide Exposure on Respiratory Cilia Motility and Viability
10.7717/peerj.14899 · ExternalCitation · doi-reference
