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cs.CV2025
Focus on What Matters: Constraining Spatial-Temporal Attention via Action-Units for Noise-Resilient AQA
Shuaikang Zhu, Yiding Sun, Zihao Guo +2
The core challenge in Action Quality Assessment (AQA) lies in extracting fine-grained motion features from redundant and complex video backgrounds. Existing global feature learning…
cs.LG2025
GraphKeeper: Graph Domain-Incremental Learning via Knowledge Disentanglement and Preservation
Zihao Guo, Qingyun Sun, Ziwei Zhang +4
Graph incremental learning (GIL), which continuously updates graph models by sequential knowledge acquisition, has garnered significant interest recently. However, existing GIL app…