Stochastic Flow Map for Count Data
stat.ML, cs.LG
Submitted: 2026-09-20
Updated: 2026-10-04
Code: https://github.com/weigcdsb/count-flow-map
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Count Bridges enable Modeling and Deconvolving Transcriptomic Data
- scPPDM: A Diffusion Model for Single-Cell Drug-Response Prediction
- Discrete Flow Maps
- Categorical Flow Maps
- CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data
- Improving and generalizing flow-based generative models with minibatch optimal transport
- Flow Matching for Count Data
- Self-conditioned Flow Map Language Models via Fixed-point Flows
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