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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Anyang Tong

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2026

Toward Trustworthy Dynamic Facial Expression Recognition via Information Bottleneck Modeling

Due to the presence of semantic ambiguity among similar expression categories and the inherent imbalance in spatio-temporal feature intensities, dynamic facial expression recognition (DFER) in the wild poses significant challenges for building trustworthy and robust systems. These factors often lead to inconsistent fea...

Feng-Qi Cui, Anyang Tong, Jin-Yang Huang et al. · 1 citation
Jul 2026

Boosting Semi-Supervised Learning With Entropy-Guided Adaptive Reward Maximization

Existing semi-supervised learning (SSL) methods rely predominantly on pseudo-labeling and consistency regularization to leverage unlabeled data, demonstrating significant performance improvements. However, we pinpoint that these methods suffer from a confidence-for-weighting issue, overvaluing high-confidence pseudo-la...

Anyang Tong, Zenglin Shi, Zhun Zhong et al. · 0 citations

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