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BenchmarksArc Institute, BioMap, Altos Labs and NVIDIAIn its training data

Arc Institute announces first Virtual Cell Challenge winners

A 2026 zero-shot round follows

Confirmed

The takeaway

Arc Institute’s first Virtual Cell Challenge asked teams to predict single-cell transcriptomic responses to CRISPRi gene knockdowns.

Status
Claim

Confirmed

Our reporting
High confidence
Importance
2 of 5
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
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  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • 2025 prizes: 1st BioMap (BM_xTVC, xTrimoSCPerturb) $100k; 2nd XLearning Lab, Sichuan Univ. $50k; 3rd Team Outlier (UChicago/Dartmouth/HKU, TransPert) $25k; $100k Generalist Prize to Altos Labs (‘go-with-the-flow’)
  • 1,200+ teams from 114 countries; 300+ final submissions
  • Metrics: Perturbation Discrimination Score, Differential Expression Score, MAE; almost all models were worse than baseline on MAE, and community analysis showed PDS is scale-sensitive, which prompted a 7-metric Generalist Prize
  • 2026 challenge: no training set; predict CRISPRi knockdown responses in 6 unseen cell lines (3 validation, 3 final test) from unperturbed profiles; test set 22 Oct, submissions due 5 Nov 2026, winners mid-to-late Nov 2026
  • 2026 prizes $100k/$50k/$25k (cash plus NVIDIA Brev credits); sponsors NVIDIA, 10x Genomics, Ultima Genomics

What happened

Arc Institute ran an open competition on “virtual cell” models, meaning models that predict how a cell’s gene expression changes when a gene is knocked down. Chinese and US academic and industry teams took the prizes. The wrap-up said openly that standard metrics could be gamed or failed to beat simple baselines.

Why it matters

Virtual cells are a major goal of AI biology, and this challenge is becoming the field’s shared benchmark. Its first round mainly showed how hard honest evaluation is. The 2026 zero-shot round, with results in late Nov 2026, will test real generalisation across cell types.

Sources

4 sources from 3 sites. Numbers match the chips in the text.

4 sources: 4 primary

Primary

  1. Arc Institute: Virtual Cell Challenge 2025 wrap-up, winners and reflectionsarcinstitute.org, official
  2. Arc Institute: The 2026 Virtual Cell Challengearcinstitute.org, official
  3. Virtual Cell Challenge sitevirtualcellchallenge.org, official
  4. Arc Institute on X: winners announcementx.com, official

Changes

  • Filed

Status

Claim

Confirmed

Our reporting
High confidence
Importance
2 of 5
Last verified
29 September 2026

Sources at a glance

4 sources: 4 primary

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 4 October 2026

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