continual learning 1elastic weight consolidation 1federated learning 1multimodal models 1synthetic replay 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning
Jing Liu, Chenxuanyin Zou, Jiayang Ren +5
The paper introduces FedCMM, a framework that combines elastic weight consolidation, synthetic replay, and task‑similarity‑aware gradient aggregation to prevent catastrophic forget…
cs.CV2026
A Very Big Video Reasoning Suite
Maijunxian Wang, Ruisi Wang, Juyi Lin +53
Rapid progress in video models has largely focused on visual quality, leaving their reasoning capabilities underexplored. Video reasoning grounds intelligence in spatiotemporally c…
cs.NI2025
A Survey on Video Analytics in Cloud-Edge-Terminal Collaborative Systems
Linxiao Gong, Hao Yang, Gaoyun Fang +7
The explosive growth of video data has driven the development of distributed video analytics in cloud-edge-terminal collaborative (CETC) systems, enabling efficient video processin…