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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “MaskGIT”
Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusioncs.LG

This paper analyzes MaskGIT sampler and introduces a moment sampler for faster masked diffusion sampling.

problem Efficiently sampling from masked diffusion models.
method Theoretical analysis of MaskGIT sampler, introduction of moment sampler, and two innovations for improving choose-then-sample efficiency.
result The moment sampler is an asymptotically equivalent, more interpretable alternative to MaskGIT.
masked diffusionsamplingMaskGITmoment sampleradaptive order selection
2025-10-06abs ↗pdf ↗
Masked Generative Modeling with Enhanced Sampling Schemecs.LG

Enhanced Sampling Scheme improves masked generative modeling.

problem Limitations of existing sampling schemes in masked non-autoregressive generative modeling.
method ESS consists of three stages: Naive Iterative Decoding, Critical Reverse Sampling, and Critical Resampling.
result ESS achieves significant performance gains in unconditional and class-conditional sampling.
masked generative modelingsampling schemetime seriesunconditional samplingclass-conditional sampling
2023-09-14abs ↗pdf ↗