2 papers
stat.ML2026
Multimodal Datasets with Controllable Mutual Information
Raheem Karim Hashmani, Garrett W. Merz, Helen Qu +2
We introduce a framework for generating highly multimodal datasets with explicitly calculable mutual information (MI) between modalities. This enables the construction of benchmark…
cs.CV2025
Impact of Pretraining Word Co-occurrence on Compositional Generalization in Multimodal Models
Helen Qu, Sang Michael Xie
CLIP and large multimodal models (LMMs) have better accuracy on examples involving concepts that are highly represented in the training data. However, the role of concept combinati…