UC San Diego

2 Posts

Illustration of a woman riding a sled
UC San Diego

Multimodal AI Takes Off: Multimodal Models, such as CLIP and DALL·E, are taking over AI.

While models like GPT-3 and EfficientNet, which work on text and images respectively, are responsible for some of deep learning’s highest-profile successes, approaches that find relationships between text and images made impressive
Different data related to the phenomenon called underspecification
UC San Diego

Facing Failure to Generalize: Why some AI models exhibit underspecification.

The same models trained on the same data may show the same performance in the lab, and yet respond very differently to data they haven’t seen before. New work finds this inconsistency to be pervasive.

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