Shuang Cheng

2 accepted papers

2025

Dynamic Object Queries for Transformer-based Incremental Object Detection

Jichuan Zhang, Wei Li, Shuang Cheng, Yali Li, Shengjin Wang

ICASSP 2025accepted

Incremental object detection (IOD) aims to sequentially learn new classes, while maintaining the capability to locate and identify old ones. Prior methodologies mainly tackle catastrophic forgetting through knowledge distillation and exemplar replay, ignoring the conflict between limited model capac…

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2025

Layerwise Recurrent Router for Mixture-of-Experts

Zihan Qiu, Zeyu Huang, Shuang Cheng, Yizhi Zhou, Zili Wang, Ivan Titov +1

ICLR 2025poster

The scaling of large language models (LLMs) has revolutionized their capabilities in various tasks, yet this growth must be matched with efficient computational strategies. The Mixture-of-Experts (MoE) architecture stands out for its ability to scale model size without significantly increasing trai…

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