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Conference Oct 2026

Semantic-guided causal alignment for video event anticipation

Video event anticipation is the task of inferring future action behaviors from a partially observed sequence of events. However, due to the limited representational capacity of purely visual models, the anticipation framework struggles to decouple genuine motion intents from complex scenes, thereby forming spurious cor...

Zhi-Ling Zhang, Jian Cheng, Shi-Miao Fan et al. · 0 citations
Conference Oct 2026

Dual distillation and distribution-aware memory replay with self-learning for class-incremental learning

Class-Incremental Learning (CIL) aims to enable models to continuously learn new classes while retaining knowledge of previously learned classes. However, due to the severe imbalance between the number of new and old class samples during incremental stages, and the inconsistent supervision mechanisms employed by existi...

Fei Yi, Jian Cheng, Zi-Ying Xia et al. · 0 citations

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