14 citations · 75 across the 28 of their papers we have counts for
3 papers · 1 filter
Enhancing JEPAs with Spatial Conditioning: Robust and Efficient Representation Learning
Etai Littwin, Vimal Thilak, Anand Gopalakrishnan
Image-based Joint-Embedding Predictive Architecture (IJEPA) offers an attractive alternative to Masked Autoencoder (MAE) for representation learning using the Masked Image Modeling…
UI-JEPA: Towards Active Perception of User Intent through Onscreen User Activity
Yicheng Fu, Raviteja Anantha, Prabal Vashisht +2
Generating user intent from a sequence of user interface (UI) actions is a core challenge in comprehensive UI understanding. Recent advancements in multimodal large language models…
How JEPA Avoids Noisy Features: The Implicit Bias of Deep Linear Self Distillation Networks
Etai Littwin, Omid Saremi, Madhu Advani +4
Two competing paradigms exist for self-supervised learning of data representations. Joint Embedding Predictive Architecture (JEPA) is a class of architectures in which semantically…