Dimensions of a sausage dog

Forget Less by Learning from Parents through Hierarchical Relationships

Catastrophic forgetting is a persistent challenge for Custom Diffusion Models in continual learning, often addressed by minimizing interference between concepts. Instead, we exploit this very interference to learn common features among concepts.

Arjun Ramesh Kaushik, Naresh Kumar Devulapally, Vishnu Suresh Lokhande, Nalini Ratha, Venu Govindaraju
Vizualisation of an inner hedgehog

Forget Less by Learning Together through Concept Consolidation

Catastrophic forgetting is a persistent challenge for Custom Diffusion Models in continual learning, often addressed by minimizing interference between concepts. Instead, we exploit this very interference to learn common features among concepts.

Arjun Ramesh Kaushik, Naresh Kumar Devulapally, Vishnu Suresh Lokhande, Nalini Ratha, Venu Govindaraju