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Xi Yi

2 accepted papers

2025

Learning Visual Composition through Improved Semantic Guidance

CVPR 2025poster

Visual imagery does not consist of solitary objects, but in-stead reflects the composition of a multitude of fluid con-cepts. While there have been great advances in visual repre-sentation learning, such advances have focused on buildingbetter representations for a small number of discrete objectsbe…

Cited by 0SourcePDFScholar
2025

Towards flexible perception with visual memory

ICML 2025poster

Training a neural network is a monolithic endeavor, akin to carving knowledge into stone: once the process is completed, editing the knowledge in a network is nearly impossible, since all information is distributed across the network's weights. We here explore a simple, compelling alternative by mar…