2 citations · 4 across the 3 of their papers we have counts for
3 papers
Semantic Compositions Enhance Vision-Language Contrastive Learning
Maxwell Aladago, Lorenzo Torresani, Soroush Vosoughi
In the field of vision-language contrastive learning, models such as CLIP capitalize on matched image-caption pairs as positive examples and leverage within-batch non-matching pair…
Compound Tokens: Channel Fusion for Vision-Language Representation Learning
Maxwell Mbabilla Aladago, AJ Piergiovanni
We present an effective method for fusing visual-and-language representations for several question answering tasks including visual question answering and visual entailment. In con…
Slot Machines: Discovering Winning Combinations of Random Weights in Neural Networks
Maxwell Mbabilla Aladago, Lorenzo Torresani
In contrast to traditional weight optimization in a continuous space, we demonstrate the existence of effective random networks whose weights are never updated. By selecting a weig…