FreeBridge: Variational Schrödinger Bridges for Cellular Transition Dynamics
High-content imaging assays quantify cellular responses to chemical and genetic perturbations, yet continuous trajectories of individual cells are unobservable because cells are chemically fixed at acquisition. Perturbation modeling therefore reduces to inferring stochastic transport between control and treated populations observed only as separate marginals. While recent generative models achieve strong end-point alignment, boundary consistency does not determine intermediate evolution: multipl
Record details
Published: 9 June 2026
Source: arXiv
Category: Research
Topics: Safety & alignment
Retrieved: 14 July 2026
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ethics.ai (9 June 2026), “FreeBridge: Variational Schrödinger Bridges for Cellular Transition Dynamics,” evidence record 1185, https://ethics.ai/record/1185 (originally published by arXiv).
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