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20242026
most citedTuning Frequency Bias of State Space Models

1 citations · 2 across the 5 of their papers we have counts for

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cs.LG2026

Sharpen Your Flow: Sharpness-Aware Sampling for Flow Matching

Aditi Gupta, Soon Hoe Lim, Annan Yu +1

Flow matching models generate samples by numerically integrating a learned velocity field, with each integration step requiring a neural network evaluation. Fast generation therefo…

stat.ML2026

Is Flow Matching Just Trajectory Replay for Sequential Data?

Soon Hoe Lim, Shizheng Lin, Michael W. Mahoney +1

Flow matching (FM) is increasingly used in scientific domains for time series generation and forecasting, where data often arise from underlying dynamical systems. However, it is n…