Author

Hemanth Venkateswara

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Jul 2026

Latent-Kernel Discrete Flow Maps for Few-Step Generation

Latent-Kernel Discrete Flow Maps (LKF), a from-scratch flow-map kernel that is a mixture of M factorized components tied by a single shared latent that learns strongly heterogeneous components and improves generative perplexity by 2.1x to 3.3x over the likelihood baselines without losing diversity.

Mansoor Ahmed, Yue-Tsz Fan, Hemanth Venkateswara et al. · arXiv.org · 0 citations