no code implementations • 7 Sep 2023 • Neha Kalibhat, Sam Sharpe, Jeremy Goodsitt, Bayan Bruss, Soheil Feizi
Current state-of-the-art self-supervised approaches, are effective when trained on individual domains but show limited generalization on unseen domains.
1 code implementation • 20 Jul 2023 • Neha Kalibhat, Shweta Bhardwaj, Bayan Bruss, Hamed Firooz, Maziar Sanjabi, Soheil Feizi
Although many existing approaches interpret features independently, we observe in state-of-the-art self-supervised and supervised models, that less than 20% of the representation space can be explained by individual features.