Ilmin Kang

2 accepted papers

2026

Factor-Wise Homogeneity of Slot-Attention for Continual Object-Centric Learning

Ilmin Kang, Hoyong Kim, Seungju Bang, Minwoo Kang, Kangil Kim

ICML 2026poster

While Object-Centric Learning has shown great promise in modular perception, its extension to Continual Learning remains underexplored. In this work, we observe that Slot Attention exhibits a distinctive behavior: it organizes latent representations into small and separated regions, each of which pr…

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2024

Label-Focused Inductive Bias over Latent Object Features in Visual Classification

Ilmin Kang, HyounYoung Bae, Kangil Kim

ICLR 2024poster

Most neural networks for classification primarily learn features differentiated by input-domain related information such as visual similarity of objects in an image. While this focus is natural behavior, it can inadvertently introduce an inductive bias that conflicts with unseen relations in an impl…

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