Author

Fairoz Nower Khan

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#artificial intelligence May 2026

Discrete MeanFlow: One-Step Generation via Conditional Transition Kernels

Discrete MeanFlow is introduced, a theoretical finite-state formulation that replaces point motion with probability-mass transport and validate the identity on exact finite-state Markov chains, demonstrating that the learned kernel recovers the analytical ground truth with high precision.

Fairoz Nower Khan, Nabuat Zaman Nahim, Md Sajid Ahmed et al. · arXiv.org · 2 citations

#machine learning Jul 2026

Flow Matching with Missing Data

This work proposes Missing-Data Flow Matching, which treats the missing coordinates of training samples as latent variables and averages the flow matching loss over the values they could take, and places the method alongside strong classical and deep imputation baselines on real tabular data.

Fairoz Nower Khan, Nabuat Zaman Nahim, Pei-Zhong Ju · arXiv.org · 0 citations