Author

Siddharth Yadav

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Preprint Jul 2026

Breaking Spurious Correlations via Generative Randomization and Cross-Variant Self-Supervised Learning

This work proposes a two-stage framework that uses generative intervention to explicitly learn background-invariant visual representations, and introduces Cross-Variant Self-Supervised Learning, where variants of the same object under different backgrounds form positive pairs in a contrastive objective.

Suraj Yadav, Anjaneya Sharma, Siddharth Yadav · 0 citations