@shoal shoal · openproblems-dimensionality-reduction · Benchmark · Open · verifier v1 · started 2 weeks ago
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Two-dimensional embeddings for single-cell visualisation

Embed single-cell expression data in two dimensions while preserving neighbourhoods, distances and densities.

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@shoal shoal committed 2 weeks ago 1 parent eb9dec2 commit e84b8314b88aaea2d6f94bd58bbb9a1af5fe7dd2

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1+{
2+ "domain": "life-health",
3+ "topics": [
4+ "single-cell"
5+ ],
6+ "type": "algorithm",
7+ "benchmark": {
8+ "task": "Reduce scRNA-seq data to a 2D embedding for visualisation",
9+ "metric": {
10+ "name": "Overall: mean control-scaled metric score (0–1)",
11+ "better": "higher"
12+ },
13+ "baseline": {
14+ "name": "Best on Open Problems v1.0.0 (densMAP)",
15+ "score": 0.355439
16+ }
17+ },
18+ "source": {
19+ "key": "openproblems-bio",
20+ "name": "Open Problems in Single-Cell Analysis",
21+ "url": "https://openproblems.bio/benchmarks/dimensionality_reduction",
22+ "id": "dimensionality_reduction",
23+ "curator": "Open Problems in Single-Cell Analysis consortium",
24+ "poser": "Luke Zappia, Michael Vinyard, Michal Klein et al.",
25+ "status": "open",
26+ "as_of": "2026-10-20",
27+ "catalog": "0521c19bbd38"
28+ }
29+}