Experts
87 individuals ranked by expert rubric (benchmarks authored, citations, scope, community role, recency, rigor flags).
| # | Name | Affiliation | Country | # Benchmarks | Score |
|---|---|---|---|---|---|
| 1 | Marinka Zitnik | Harvard Medical School (Zitnik Lab) | USA | 3 | 100.0 |
| 2 | Charlotte Deane | Oxford (OPIG) / UKRI Executive Chair | UK | 4 | 100.0 |
| 3 | Torsten Schwede | Biozentrum Basel / SIB | Switzerland | 4 | 100.0 |
| 4 | Alex Zhavoronkov | Insilico Medicine | UAE/USA | 6 | 100.0 |
| 5 | Fabian Theis | Helmholtz Munich / TUM | Germany | 2 | 96.2 |
| 6 | Kexin Huang | Stanford Statistics (PhD); Harvard (previously) | USA | 6 | 94.1 |
| 7 | Debora Marks | Harvard Medical School (Marks Lab) | USA | 1 | 93.2 |
| 8 | Alán Aspuru-Guzik | U Toronto / Vector Institute (Matter Lab) | Canada | 1 | 92.4 |
| 9 | Chris Sander | Dana-Farber/Harvard (cBio + Sander Lab) | USA | 1 | 92.4 |
| 10 | Aviv Regev | Genentech (gRED) / Broad (previously) | USA | 1 | 92.4 |
| 11 | Todd Golub | Broad Institute / DFCI | USA | 2 | 92.4 |
| 12 | William C. Hahn | DFCI / Broad | USA | 1 | 92.4 |
| 13 | John Moult | University of Maryland (CASP founder) | USA | 2 | 92.4 |
| 14 | Regina Barzilay | MIT CSAIL / Jameel Clinic | USA | 1 | 89.4 |
| 15 | Malte Luecken | Helmholtz Munich | Germany | 1 | 89.4 |
| 16 | Luhua Lai | Peking University | China | 0 | 89.4 |
| 17 | Burkhard Rost | TU München (Rostlab) | Germany | 1 | 89.4 |
| 18 | Nick Tatonetti | Cedars-Sinai / Columbia (ex) | USA | 2 | 89.4 |
| 19 | Predrag Radivojac | Northeastern University | USA | 1 | 89.4 |
| 20 | Andriy Kryshtafovych | UC Davis (Prediction Center) | USA | 2 | 89.4 |
| 21 | Leo Anthony Celi | MIT / BIDMC | USA | 1 | 89.4 |
| 22 | Gustavo Stolovitzky | IBM Research / Mount Sinai | USA | 0 | 89.1 |
| 23 | Stephen Quake | CZ Biohub / Stanford | USA | 1 | 88.5 |
| 24 | Russ Altman | Stanford | USA | 1 | 88.5 |
| 25 | Tianfan Fu | Rensselaer Polytechnic (faculty); Georgia Tech (PhD) | USA | 4 | 87.1 |
| 26 | Bharath Ramsundar | Deep Forest Sciences | USA | 3 | 87.1 |
| 27 | Aviad Tsherniak | Broad Institute (DepMap) | USA | 1 | 86.5 |
| 28 | Connor Coley | MIT CSE + ChemE (Coley Lab) | USA | 3 | 86.2 |
| 29 | Alex Aliper | Insilico Medicine (President) | UAE | 5 | 86.2 |
| 30 | Ian Dunham | EMBL-EBI / Open Targets | UK | 1 | 85.6 |
| 31 | Andrew Leach | EMBL-EBI (ChEMBL) | UK | 1 | 85.6 |
| 32 | Mohammed AlQuraishi | Columbia University | USA | 1 | 85.6 |
| 33 | Abigail Doyle | UCLA (ex Princeton) | USA | 1 | 85.6 |
| 34 | Alistair Johnson | SickKids Toronto / MIT LCP | Canada | 1 | 83.5 |
| 35 | Brian Shoichet | UCSF (Shoichet Lab) | USA | 1 | 83.2 |
| 36 | Daniel Burkhardt | CZI | USA | 1 | 82.4 |
| 37 | Jianzhu Ma | Tsinghua University | China | 0 | 82.4 |
| 38 | Iddo Friedberg | Iowa State | USA | 1 | 82.4 |
| 39 | Shoshana Wodak | Hospital for Sick Children (Toronto) | Canada | 1 | 82.4 |
| 40 | Roger G. Mark | MIT LCP | USA | 1 | 82.4 |
| 41 | Andreas Bender | Cambridge (Bender Group) / Pangea Biomed | UK | 0 | 81.5 |
| 42 | Bissan Al-Lazikani | MD Anderson (ex-ICR) | USA | 1 | 81.5 |
| 43 | Christian von Mering | Uni Zürich / SIB | Switzerland | 1 | 79.7 |
| 44 | Sunghwan Kim | NIH NCBI | USA | 1 | 79.7 |
| 45 | Pascal Notin | Oxford OATML (postdoc) | UK | 1 | 79.4 |
| 46 | Yarin Gal | Oxford OATML / AI Safety Institute | UK | 1 | 78.5 |
| 47 | Barbara Zdrazil | EMBL-EBI (ChEMBL lead) | UK | 1 | 78.5 |
| 48 | Marc Lensink | Univ Lille | France | 1 | 78.5 |
| 49 | Anubhav Jain | LBNL / Materials Project | USA | 1 | 78.5 |
| 50 | Alex Zhebrak | Insilico Medicine (CTO) | UAE | 3 | 76.5 |
| 51 | Ruili Huang | NCATS / NIH | USA | 1 | 76.5 |
| 52 | Richard Judson | EPA CCTE | USA | 1 | 76.5 |
| 53 | Vijay Pande | Andreessen Horowitz / Stanford (emeritus) | USA | 1 | 76.2 |
| 54 | Aravind Subramanian | Broad Institute (CMap) | USA | 1 | 76.2 |
| 55 | Marwin Segler | Microsoft Research | UK/Germany | 1 | 75.6 |
| 56 | Christian Dallago | NVIDIA Bionemo (ex-TUM) | Germany | 1 | 75.6 |
| 57 | Daniil Polykovskiy | Microsoft Research / Insilico (ex) | USA | 1 | 75.6 |
| 58 | Jeffrey J. Gray | Johns Hopkins | USA | 1 | 75.6 |
| 59 | Steven Kearnes | Relay Therapeutics (ex-Google) | USA | 1 | 75.6 |
| 60 | Francesca Grisoni | TU Eindhoven | Netherlands | 1 | 75.6 |
| 61 | Amin Rostami-Hodjegan | Certara / Univ Manchester | UK | 1 | 75.6 |
| 62 | Justin Guinney | Tempus Labs / Sage (ex) | USA | 0 | 75.3 |
| 63 | Ellen McDonagh | Open Targets (co-director) | UK | 1 | 74.7 |
| 64 | Max Jaderberg | Isomorphic Labs | UK | 1 | 74.7 |
| 65 | Pieter Abbeel | UC Berkeley / Covariant | USA | 1 | 74.7 |
| 66 | Renxiao Wang | SIMM, Chinese Academy of Sciences | China | 2 | 74.1 |
| 67 | Martin Buttenschoen | Oxford (OPIG) | UK | 1 | 72.6 |
| 68 | Bo Wang | Vector Institute / UofT | Canada | 1 | 72.6 |
| 69 | Matthew Raybould | Oxford OPIG | UK | 2 | 72.6 |
| 70 | José Miguel Hernández-Lobato | Cambridge (ML) | UK | 1 | 72.4 |
| 71 | Jianfeng Pei | Peking University (CIBR) | China | 0 | 72.4 |
| 72 | Ambrose Carr | CZI (Scientific Programs) | USA | 1 | 71.5 |
| 73 | Cas Wognum | Valence Labs / Polaris | Netherlands/Canada | 2 | 71.5 |
| 74 | Emmanuel Noutahi | Valence Labs | Canada | 2 | 71.5 |
| 75 | Laura Furlong | UPF Barcelona / MedBioinformatics | Spain | 1 | 69.4 |
| 76 | R. Scott Obach | Pfizer | USA | 1 | 69.4 |
| 77 | John Irwin | UCSF (Shoichet Lab) | USA | 1 | 69.1 |
| 78 | Payal Chandak | Harvard HMS (Zitnik Lab) / MIT | USA | 1 | 68.8 |
| 79 | Christina Theodoris | UCSF / Gladstone | USA | 1 | 68.8 |
| 80 | Wenhao Gao | MIT (Coley Lab) | USA | 1 | 68.5 |
| 81 | Yun S. Song | UC Berkeley | USA | 1 | 68.5 |
| 82 | Didier Rognan | Univ Strasbourg | France | 1 | 68.2 |
| 83 | Jonathan Hsu | Recursion / Polaris | USA | 1 | 67.6 |
| 84 | Nathan Brown | BenevolentAI / Healx | UK | 1 | 65.3 |
| 85 | Derek van Tilborg | TU Eindhoven | Netherlands | 1 | 61.8 |
| 86 | Tobias Olsen | Oxford OPIG | UK | 1 | 61.8 |
| 87 | James Dunbar | Oxford OPIG (ex) | UK | 1 | 59.4 |