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Computing & AI · Source-linked note

DMD2: regression-free distribution matching with critic and GAN updates

Removed paired-trajectory regression from DMD, stabilized synthetic-score learning with two-timescale updates, added real-data adversarial loss and simulated multi-step inference inputs during training.

What is recorded here?

Removed paired-trajectory regression from DMD, stabilized synthetic-score learning with two-timescale updates, added real-data adversarial loss and simulated multi-step inference inputs during training.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Inherits DMD, GANs and score matching. Removing paired teacher trajectories is not removing real training data, the teacher or critic costs. Source-specific improved FID does not guarantee a student dominates its teacher for every metric.

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People and systems

Tianwei Yin; Michaël Gharbi; Taesung Park; Richard Zhang; Eli Shechtman; Frédo Durand; William T. Freeman

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

DMD2: regression-free distribution matching with critic and GAN updates

Removed paired-trajectory regression from DMD, stabilized synthetic-score learning with two-timescale updates, added real-data adversarial loss and simulated multi-step inference inputs during training.

Scientific scope

Inherits DMD, GANs and score matching. Removing paired teacher trajectories is not removing real training data, the teacher or critic costs. Source-specific improved FID does not guarantee a student dominates its teacher for every metric.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Tianwei Yin; Michaël Gharbi; Taesung Park; Richard Zhang; Eli Shechtman; Frédo Durand; William T. Freeman

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources