Jiewei Zheng

Compositional Perception and Generalizing Induction: Latent Compositional Manifold Assumption on Generalized Category Discovery

Generalized Category Discovery (GCD) assigns unlabeled instances, mixed with labeled data, to known or novel categories, requiring human-like compositional reasoning: reusing primitives learned from known classes and deciding when new combinations imply new categories. Existing GCD methods operate o…