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#artificial intelligence Preprint Sep 2026

EAT: Expert Account Tracker for Efficient MoE Inference

EAT is proposed, a novel method called Expert Account Tracker (EAT), which utilizes history-awareness metrics and adaptive thresholding to dynamically select the most important experts, thereby reducing the activated expert number while effectively maintaining the model performance.

Yue-Xian Li, Yifei Yang, Zou-Ying Cao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

On the Efficiency-Safety Dilemma in Large Reasoning Models

Large reasoning models (LRMs) incur high inference costs, often mitigated by efficiency techniques like quantization and pruning. However, the impact of these techniques on model adversarial robustness remains largely unexplored. This study provides the first comprehensive analysis of the interplay between efficiency,...

Yifei Yang, Zou-Ying Cao, Xing-Rui Wang et al. · 0 citations

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