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Home/Authors/Michael M. Bronstein

Michael M. Bronstein

1 indexed paper

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Publications per year

1
26

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ML×1

Frequent co-authors

Shucheng Li1×
Iolo Jones1×
Alexander Tong1×

Research Timeline

2026
Why Are DMD Students Lazy? Understanding the Copying Behavior in Few-Step Distillation

This paper investigates the phenomenon of 'copying' in Distribution Matching Distillation (DMD), finding that high-dimensional distillation causes student models to spontaneously reproduce the teacher's original noise-data pairings due to geometric constraints.

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Papers

cs.LGRecentJun 1, 2026

Why Are DMD Students Lazy? Understanding the Copying Behavior in Few-Step Distillation

Shucheng Li, Iolo Jones, Alexander Tong, Michael M. Bronstein

This paper investigates the phenomenon of 'copying' in Distribution Matching Distillation (DMD), finding that high-dimensional distillation causes student models to spontaneously reproduce the teacher…

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