Continual Learning 2026 BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment Kanglei Zhou, Chang Li, Qingyi Pan, Liyuan Wang Posted Feb 21, 2026 Conference Paper CVPR Core A* CCF A Cite FlyPrompt: Brain-Inspired Random-Expanded Routing with Temporal-Ensemble Experts for General Continual Learning Hongwei Yan, Guanglong Sun, Kanglei Zhou, Qian Li, Liyuan Wang, Yi Zhong Posted Jan 21, 2026 Conference Paper ICLR Core A* PDF Cite GitHub arXiv OpenReview PACE: Pretrained Audio Continual Learning Chang Li, Kanglei Zhou, Liyuan Wang Posted Jan 21, 2026 Conference Paper ICLR Core A* PDF Cite arXiv OpenReview 2025 Adaptive Score Alignment Learning for Continual Perceptual Quality Assessment of 360-Degree Videos in Virtual Reality Virtual Reality Video Quality Assessment (VR-VQA) aims to evaluate the perceptual quality of 360-degree videos, which is crucial for … Kanglei Zhou, Zikai Hao, Liyuan Wang, Xiaohui Liang Posted Jan 27, 2025 Journal Article IEEE VR 2025 - TVCG Core A* CCF A PDF Cite DOI GitHub arXiv Bilibili Oral Presentation Continual Action Quality Assessment via Adaptive Manifold-Aligned Graph Regularization Action Quality Assessment (AQA) quantifies human actions in videos, supporting applications in sports scoring, rehabilitation, and … Kanglei Zhou, Qingyi Pan, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Xiaohui Liang, Liyuan Wang Posted Jan 1, 2025 Preprint / Working Paper arXiv PDF GitHub arXiv 2024 MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment Action Quality Assessment (AQA) evaluates diverse skills but models struggle with non-stationary data. We propose Continual AQA (CAQA) … Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li, Xiaohui Liang Posted Jul 1, 2024 Conference Paper ECCV Core A* CCF B PDF Cite Poster Slides DOI GitHub arXiv Oral Presentation (~2.3%)