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New USB framework reconstructs discrete cell dynamics from snapshots

Researchers have developed a new simulation-free framework called Unbalanced Schrödinger Bridge (USB) to reconstruct discrete branching dynamics from single-cell data. This method addresses limitations of existing continuous fluid models by accurately capturing birth-death events like cell proliferation and apoptosis at the single-cell level. USB integrates stochasticity and unbalanced effects, offering a microscopic interpretation of cell lineage branching and fate decisions, and demonstrates strong performance on both simulated and real-world datasets. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT Enables more accurate modeling of cell lineage and fate decisions, improving biological research.

RANK_REASON Academic paper detailing a new computational framework for biological data analysis.

Read on arXiv cs.AI →

COVERAGE [2]

  1. arXiv cs.LG TIER_1 · Junda Ying, Yuxuan Wang, Bowen Yang, Peijie Zhou, Lei Zhang ·

    Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots

    arXiv:2605.00545v1 Announce Type: new Abstract: Inferring cellular trajectories from destructive snapshots is complicated by the challenges of stochasticity and non-conservative mass dynamics such as cell proliferation and apoptosis. Existing unbalanced Optimal Transport (OT) met…

  2. arXiv cs.AI TIER_1 · Lei Zhang ·

    Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots

    Inferring cellular trajectories from destructive snapshots is complicated by the challenges of stochasticity and non-conservative mass dynamics such as cell proliferation and apoptosis. Existing unbalanced Optimal Transport (OT) methods treat mass as a continuous fluid, performin…