Xia, Shiyu

10 publications

AAAI 2025 Inheriting Generalized Learngene for Efficient Knowledge Transfer Across Multiple Tasks Yuankun Zu, Shiyu Xia, Xu Yang, Qiufeng Wang, Han Zhang, Xin Geng

ICML 2025 Learngene Tells You How to Customize: Task-Aware Parameter Initialization at Flexible Scales Jiaze Xu, Shiyu Xia, Xu Yang, Jiaqi Lv, Xin Geng

AAAI 2024 Building Variable-Sized Models via Learngene Pool Boyu Shi, Shiyu Xia, Xu Yang, Haokun Chen, Zhiqiang Kou, Xin Geng

IJCAI 2024 Exploring Learngene via Stage-Wise Weight Sharing for Initializing Variable-Sized Models Shiyu Xia, Wenxuan Zhu, Xu Yang, Xin Geng

NeurIPS 2024 Initializing Variable-Sized Vision Transformers from Learngene with Learnable Transformation Shiyu Xia, Yuankun Zu, Xu Yang, Xin Geng

AAAI 2024 Transformer as Linear Expansion of Learngene Shiyu Xia, Miaosen Zhang, Xu Yang, Ruiming Chen, Haokun Chen, Xin Geng

NeurIPS 2024 What Makes Partial-Label Learning Algorithms Effective? Jiaqi Lv, Yangfan Liu, Shiyu Xia, Ning Xu, Miao Xu, Gang Niu, Min-Ling Zhang, Masashi Sugiyama, Xin Geng

CVPR 2023 Towards Effective Visual Representations for Partial-Label Learning Shiyu Xia, Jiaqi Lv, Ning Xu, Gang Niu, Xin Geng

IJCAI 2022 Ambiguity-Induced Contrastive Learning for Instance-Dependent Partial Label Learning Shiyu Xia, Jiaqi Lv, Ning Xu, Xin Geng

AAAI 2022 Learngene: From Open-World to Your Learning Task Qiu-Feng Wang, Xin Geng, Shuxia Lin, Shiyu Xia, Lei Qi, Ning Xu