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Gaoyun Fang

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A Very Big Video Reasoning Suite

The Very Big Video Reasoning (VBVR) Dataset is introduced, an unprecedentedly large-scale resource spanning 200 curated reasoning tasks following a principled taxonomy and over one million video clips, approximately three orders of magnitude larger than existing datasets.

Maijunxian Wang, Rui-Si Wang, Ju-Yi Lin et al. · 28 citations · ⚡5

Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning

Federated Continual Multimodal Learning (FedCMM), a framework that embeds continual-learning safeguards into the federated optimization loop at three complementary levels, is proposed, confirming that holistic, modality-aware optimization enables robust evolutive adaptation across heterogeneous networked AI deployments...

Jing Liu, Chenxuanyi Zou, Jiayang Ren et al. · 0 citations

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