OTP-FM extends conditional flow matching by incorporating dynamic optimal transport potentials to enable efficient multimarginal transport learning with intermediate observed marginals.
Gray Camp, and Fabian J
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cs.LG 3years
2026 3verdicts
UNVERDICTED 3representative citing papers
Chem2Gen-Bench is a new benchmark and evaluation framework for measuring alignment between chemical and genetic perturbation responses in matched cell-target contexts using retrieval, similarity, and embedding comparisons.
Chreode introduces a pretrained one-step dynamics model using a structured residual operator that improves perturbation prediction transfer from developmental trajectories to CRISPR data.
citing papers explorer
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Multimarginal flow matching with optimal transport potentials
OTP-FM extends conditional flow matching by incorporating dynamic optimal transport potentials to enable efficient multimarginal transport learning with intermediate observed marginals.
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Chem2Gen-Bench: Benchmarking Chemical-to-Genetic Translation in Perturbation Response Space
Chem2Gen-Bench is a new benchmark and evaluation framework for measuring alignment between chemical and genetic perturbation responses in matched cell-target contexts using retrieval, similarity, and embedding comparisons.
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Chreode: A Cell World Model for One-Step Temporal Dynamics and Perturbation Prediction
Chreode introduces a pretrained one-step dynamics model using a structured residual operator that improves perturbation prediction transfer from developmental trajectories to CRISPR data.