DivCo uses contrastive learning to reduce mode collapse in GANs.
CVPR 2021
DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial Network

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NeurIPS 2026Oral
Shaping Useful Noise: Energy Distributions Predict Visual Pretraining Quality
Synthetic data is useful when it occupies the right real-image likelihood regimes; ELD measures energy shape to predict, diagnose, curate visual pretraining data.
