8 citations · 8 across the 2 of their papers we have counts for
2 papers
cs.CV2025
LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning
Kaihong Wang, Donghyun Kim, Margrit Betke
Continual learning for vision-language models has achieved remarkable performance through synthetic replay, where samples are generated using Stable Diffusion to regularize during…
cs.CV2022★ 8 cited
A Broad Study of Pre-training for Domain Generalization and Adaptation
Donghyun Kim, Kaihong Wang, Stan Sclaroff +1
Deep models must learn robust and transferable representations in order to perform well on new domains. While domain transfer methods (e.g., domain adaptation, domain generalizatio…