
Data balancing in multimodal systems can mitigate biases but may have mixed impacts on model quality.


coremsg

clip-the-bias-data-balancing-in-multimodal-learning


CLIP the Bias: Data Balancing in Multimodal Learning



Data balancing is impactful but insufficient for achieving fair downstream behavior in multimodal systems like CLIP.



CLIP THE BIAS: Analyzing Data Balancing in Multimodal Learning
