no code implementations • 15 Dec 2023 • Haiping Ma, Changqian Wang, HengShu Zhu, Shangshang Yang, XiaoMing Zhang, Xingyi Zhang
Finally, we demonstrate the effectiveness and interpretability of our framework through comprehensive experiments on real-world datasets.
1 code implementation • NeurIPS 2023 • Shangshang Yang, Xiaoshan Yu, Ye Tian, Xueming Yan, Haiping Ma, Xingyi Zhang
Knowledge tracing (KT) aims to trace students' knowledge states by predicting whether students answer correctly on exercises.
1 code implementation • ICCV 2023 • Ke Xu, Lei Han, Ye Tian, Shangshang Yang, Xingyi Zhang
In this paper, we explore a one-shot network quantization regime, named Elastic Quantization Neural Networks (EQ-Net), which aims to train a robust weight-sharing quantization supernet.
1 code implementation • 10 Jul 2023 • Shangshang Yang, Haiping Ma, Cheng Zhen, Ye Tian, Limiao Zhang, Yaochu Jin, Xingyi Zhang
Then, we propose multi-objective genetic programming (MOGP) to explore the NAS task's search space by maximizing model performance and interpretability.
1 code implementation • 10 Aug 2021 • Shangshang Yang, Ye Tian, Xiaoshu Xiang, Shichen Peng, Xingyi Zhang
Evolutionary neural architecture search (ENAS) has recently received increasing attention by effectively finding high-quality neural architectures, which however consumes high computational cost by training the architecture encoded by each individual for complete epochs in individual evaluation.