scBench-Long is a benchmark with 21 evaluations where the strongest AI model-harness pair succeeds on 25.4% of long-horizon single-cell biology tasks.
et al.In situ multi-modal characterization of pancreatic cancer reveals tumor cell identity as a defining factor of the surround- ing microenvironment.Cell Reports45, 116827 (2026)
3 Pith papers cite this work. Polarity classification is still indexing.
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A label-conditioned drifting model in VAE latent space matches diffusion accuracy for flow surrogates while running two orders of magnitude faster, with a spatial variant for unseen geometries.
Introduces SpatialBench-Long benchmark with 24 evaluations on spatial biology datasets from PDAC, glioblastoma, lung adenocarcinoma and optic nerve systems, reporting top model performance at 8/72 runs (11.1%).
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Drifting Models for Surrogate Flow Modeling
A label-conditioned drifting model in VAE latent space matches diffusion accuracy for flow surrogates while running two orders of magnitude faster, with a spatial variant for unseen geometries.