Experts (87)
People who build and lead major benchmarks. Ranked by a 6-criterion composite.
| Name | Affiliation | Country | Score | #Bench |
|---|---|---|---|---|
| Marinka Zitnik | Harvard Medical School (Zitnik Lab) | USA | 100.0 | 3 |
| Charlotte Deane | Oxford (OPIG) / UKRI Executive Chair | UK | 100.0 | 4 |
| Torsten Schwede | Biozentrum Basel / SIB | Switzerland | 100.0 | 4 |
| Alex Zhavoronkov | Insilico Medicine | UAE/USA | 100.0 | 6 |
| Fabian Theis | Helmholtz Munich / TUM | Germany | 96.2 | 2 |
| Kexin Huang | Stanford Statistics (PhD); Harvard (previously) | USA | 94.1 | 6 |
| Debora Marks | Harvard Medical School (Marks Lab) | USA | 93.2 | 1 |
| Alán Aspuru-Guzik | U Toronto / Vector Institute (Matter Lab) | Canada | 92.4 | 1 |
| Chris Sander | Dana-Farber/Harvard (cBio + Sander Lab) | USA | 92.4 | 1 |
| Aviv Regev | Genentech (gRED) / Broad (previously) | USA | 92.4 | 1 |
| Todd Golub | Broad Institute / DFCI | USA | 92.4 | 2 |
| William C. Hahn | DFCI / Broad | USA | 92.4 | 1 |
| John Moult | University of Maryland (CASP founder) | USA | 92.4 | 2 |
| Regina Barzilay | MIT CSAIL / Jameel Clinic | USA | 89.4 | 1 |
| Malte Luecken | Helmholtz Munich | Germany | 89.4 | 1 |
| Luhua Lai | Peking University | China | 89.4 | 0 |
| Burkhard Rost | TU München (Rostlab) | Germany | 89.4 | 1 |
| Nick Tatonetti | Cedars-Sinai / Columbia (ex) | USA | 89.4 | 2 |
| Predrag Radivojac | Northeastern University | USA | 89.4 | 1 |
| Andriy Kryshtafovych | UC Davis (Prediction Center) | USA | 89.4 | 2 |
| Leo Anthony Celi | MIT / BIDMC | USA | 89.4 | 1 |
| Gustavo Stolovitzky | IBM Research / Mount Sinai | USA | 89.1 | 0 |
| Stephen Quake | CZ Biohub / Stanford | USA | 88.5 | 1 |
| Russ Altman | Stanford | USA | 88.5 | 1 |
| Tianfan Fu | Rensselaer Polytechnic (faculty); Georgia Tech (PhD) | USA | 87.1 | 4 |
| Bharath Ramsundar | Deep Forest Sciences | USA | 87.1 | 3 |
| Aviad Tsherniak | Broad Institute (DepMap) | USA | 86.5 | 1 |
| Connor Coley | MIT CSE + ChemE (Coley Lab) | USA | 86.2 | 3 |
| Alex Aliper | Insilico Medicine (President) | UAE | 86.2 | 5 |
| Ian Dunham | EMBL-EBI / Open Targets | UK | 85.6 | 1 |
| Andrew Leach | EMBL-EBI (ChEMBL) | UK | 85.6 | 1 |
| Mohammed AlQuraishi | Columbia University | USA | 85.6 | 1 |
| Abigail Doyle | UCLA (ex Princeton) | USA | 85.6 | 1 |
| Alistair Johnson | SickKids Toronto / MIT LCP | Canada | 83.5 | 1 |
| Brian Shoichet | UCSF (Shoichet Lab) | USA | 83.2 | 1 |
| Daniel Burkhardt | CZI | USA | 82.4 | 1 |
| Jianzhu Ma | Tsinghua University | China | 82.4 | 0 |
| Iddo Friedberg | Iowa State | USA | 82.4 | 1 |
| Shoshana Wodak | Hospital for Sick Children (Toronto) | Canada | 82.4 | 1 |
| Roger G. Mark | MIT LCP | USA | 82.4 | 1 |
| Andreas Bender | Cambridge (Bender Group) / Pangea Biomed | UK | 81.5 | 0 |
| Bissan Al-Lazikani | MD Anderson (ex-ICR) | USA | 81.5 | 1 |
| Christian von Mering | Uni Zürich / SIB | Switzerland | 79.7 | 1 |
| Sunghwan Kim | NIH NCBI | USA | 79.7 | 1 |
| Pascal Notin | Oxford OATML (postdoc) | UK | 79.4 | 1 |
| Yarin Gal | Oxford OATML / AI Safety Institute | UK | 78.5 | 1 |
| Barbara Zdrazil | EMBL-EBI (ChEMBL lead) | UK | 78.5 | 1 |
| Marc Lensink | Univ Lille | France | 78.5 | 1 |
| Anubhav Jain | LBNL / Materials Project | USA | 78.5 | 1 |
| Alex Zhebrak | Insilico Medicine (CTO) | UAE | 76.5 | 3 |
| Ruili Huang | NCATS / NIH | USA | 76.5 | 1 |
| Richard Judson | EPA CCTE | USA | 76.5 | 1 |
| Vijay Pande | Andreessen Horowitz / Stanford (emeritus) | USA | 76.2 | 1 |
| Aravind Subramanian | Broad Institute (CMap) | USA | 76.2 | 1 |
| Marwin Segler | Microsoft Research | UK/Germany | 75.6 | 1 |
| Christian Dallago | NVIDIA Bionemo (ex-TUM) | Germany | 75.6 | 1 |
| Daniil Polykovskiy | Microsoft Research / Insilico (ex) | USA | 75.6 | 1 |
| Jeffrey J. Gray | Johns Hopkins | USA | 75.6 | 1 |
| Steven Kearnes | Relay Therapeutics (ex-Google) | USA | 75.6 | 1 |
| Francesca Grisoni | TU Eindhoven | Netherlands | 75.6 | 1 |
| Amin Rostami-Hodjegan | Certara / Univ Manchester | UK | 75.6 | 1 |
| Justin Guinney | Tempus Labs / Sage (ex) | USA | 75.3 | 0 |
| Ellen McDonagh | Open Targets (co-director) | UK | 74.7 | 1 |
| Max Jaderberg | Isomorphic Labs | UK | 74.7 | 1 |
| Pieter Abbeel | UC Berkeley / Covariant | USA | 74.7 | 1 |
| Renxiao Wang | SIMM, Chinese Academy of Sciences | China | 74.1 | 2 |
| Martin Buttenschoen | Oxford (OPIG) | UK | 72.6 | 1 |
| Bo Wang | Vector Institute / UofT | Canada | 72.6 | 1 |
| Matthew Raybould | Oxford OPIG | UK | 72.6 | 2 |
| José Miguel Hernández-Lobato | Cambridge (ML) | UK | 72.4 | 1 |
| Jianfeng Pei | Peking University (CIBR) | China | 72.4 | 0 |
| Ambrose Carr | CZI (Scientific Programs) | USA | 71.5 | 1 |
| Cas Wognum | Valence Labs / Polaris | Netherlands/Canada | 71.5 | 2 |
| Emmanuel Noutahi | Valence Labs | Canada | 71.5 | 2 |
| Laura Furlong | UPF Barcelona / MedBioinformatics | Spain | 69.4 | 1 |
| R. Scott Obach | Pfizer | USA | 69.4 | 1 |
| John Irwin | UCSF (Shoichet Lab) | USA | 69.1 | 1 |
| Payal Chandak | Harvard HMS (Zitnik Lab) / MIT | USA | 68.8 | 1 |
| Christina Theodoris | UCSF / Gladstone | USA | 68.8 | 1 |
| Wenhao Gao | MIT (Coley Lab) | USA | 68.5 | 1 |
| Yun S. Song | UC Berkeley | USA | 68.5 | 1 |
| Didier Rognan | Univ Strasbourg | France | 68.2 | 1 |
| Jonathan Hsu | Recursion / Polaris | USA | 67.6 | 1 |
| Nathan Brown | BenevolentAI / Healx | UK | 65.3 | 1 |
| Derek van Tilborg | TU Eindhoven | Netherlands | 61.8 | 1 |
| Tobias Olsen | Oxford OPIG | UK | 61.8 | 1 |
| James Dunbar | Oxford OPIG (ex) | UK | 59.4 | 1 |