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From Crystals to Drugs: What Drug Discovery Can Learn From Materials Science as Revealed at ICLR’s AI4Mat 2026
tl;dr: ICLR’s AI4Mat 2026 revealed that the tools built to simulate materials science are the same tools that could simulate biology.
May 12
•
Cristian Gabellini
4
Grounding Perturbation Prediction in Biological Knowledge
Decoding Transcriptomics Responses with TxPert
May 4
•
Ihab
6
April 2026
Virtual Cell @ ICLR: A Sea of Silos
Reflections from ICLR 2026
Apr 30
•
Ihab
and
Jessica
22
3
Towards Reasoning in Virtual Cells
Bridging predict and discover with autonomous mechanistic explanations
Apr 16
•
Yunhui Jang
,
Lu Zhu
, and
Emmanuel
11
2
Building the Virtual Protein
Escaping the Molecular Dynamics Bottleneck
Apr 14
•
Cristian Gabellini
and
Francesco Di Giovanni
18
4
Virtual Cells for Microscopy Assays
Overcoming the physical constraints of the lab
Apr 1
•
Jason Hartford
,
Emmanuel
, and
Therence
10
4
March 2026
The Virtual Cell Comeback
An introduction to simulating biology
Mar 24
•
Cas
,
Emmanuel
, and
Therence
20
1
3
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