Shuo Yang 杨朔 Postdoctoral Fellow Department of Computer Science The University of Hong Kong Email: syang98@hku.hk

Short Bio

I am currently a Postdoctoral Fellow at The University of Hong Kong. I got my Ph.D. and Bechelor's degree from University of Technology Sydney and Harbin Institute of Technology in 2023 and 2020, respectively. My research goal is to build efficient and trustworthy AI systems from the perspective of data optimization instead of the traditional model or algorithm optimization approach. I am a recipient of the 2022 Google Ph.D. Fellowship.

Selected Publications

• [ICML 2024]   Mind the Boundary: Coreset Selection via Reconstructing the Decision Boundary
  Shuo Yang, Zhe Cao, Sheng Guo, Ruiheng Zhang, Ping Luo, Shengping Zhang, Liqiang Nie
  

  [Paper]

• [ICML 2024]   Revisiting Context Aggregation for Image Matting
  Qinglin Liu, Xiaoqian Lv, Quanling Meng, Zonglin Li, Xiangyuan Lan, Shuo Yang, Shengping Zhang, Liqiang Nie
  

  [Paper]

• [SIGIR 2024]   Data-efficient Fine-tuning for LLM-based Recommendation
  Xinyu Lin, Wenjie Wang, Yongqi Li, Shuo Yang, Fuli Feng, Yinwei Wei, Tat-Seng Chua
  

  [Paper]

• [TNNLS 2024]   Cognition-Driven Structural Prior for Instance-Dependent Label Transition Matrix Estimation
  Ruiheng Zhang, Zhe Cao, Shuo Yang#, Lingyu Si, Haoyang Sun, Lixin Xu, Fuchun Sun
  

  [Paper]

• [TPAMI 2023]   A Parametrical Model for Instance-dependent Label Noise
  Shuo Yang, Songhua Wu, Erkun Yang, Bo Han, Yang Liu, Min Xu, Gang Niu, Tongliang Liu
  

  [Paper] [Code]

• [CVPR 2023]   BiCro: Noisy Correspondence Rectification for Multi-modality Data via Bi-directional Cross-modal Similarity Consistency
  Shuo Yang, Zhaopan Xu, Kai Wang, Yang You, Hongxun Yao, Tongliang Liu, Min Xu
  

  [Paper] [Code]

• [ICLR 2023]   Dataset Pruning: Reducing Training Data by Examining Generalization Influence
  Shuo Yang, Zeke Xie, Hanyu Peng, Min Xu, Mingming Sun, Ping Li
  

  [Paper] [Code]

• [T-MM 2023]   Unsupervised Unified Image Dehazing and Denoising Network for Single Hazy Image Enhancement
  Bosheng Ding, Ruiheng Zhang, Lixin Xu, Guanyu Liu, Shuo Yang, Yumeng Liu, Qi Zhang
  [Paper]
• [ECCV 2022]  PartImageNet: A Large, High-Quality Dataset of Parts
  Ju He, Shuo Yang, Shaokang Yang, Adam Kortylewski, Xiaoding Yuan, Jie-Neng Chen, Shuai Liu, Cheng Yang, Alan Yuille
  

  [Paper] [Code]

• [ICML 2022]   Estimating Instance-dependent Bayes-label Transition Matrix using a Deep Neural Network
  Shuo Yang, Erkun Yang, Bo Han, Yang Liu, Min Xu, Gang Niu, Tongliang Liu
  

  [Paper] [Code]

• [CVPR 2022]   CAFE: Learning to Condense Dataset by Aligning Features
  Kai Wang, Bo Zhao, Zheng Zhu, Xiangyu Peng, Shuo Yang, Hakan Bilen, Guan Huang, Xinchao Wang, Yang You
  

  [Paper] [Code]

• [ICLR 2022]   Objects in Semantic Topology
  Shuo Yang, Peize Sun, Yi Jiang, Xiaobo Xia, Ruiheng Zhang, Zehuan Yuan, Changhu Wang, Ping Luo, Min Xu
  

  [Paper] [Code]

• [T-PAMI 2021]   Bridging the Gap between Few-Shot Learning and Many-Shot Learning via Distribution Calibration
  Shuo Yang, Songhua Wu, Tongliang Liu, Min Xu
  

  [Paper] [Code]

• [ICLR 2021] [Oral]   Free Lunch for Few-shot Learning: Distribution Calibration
  Shuo Yang, Lu Liu, Min Xu
  

  [Paper] [Code]

• [CVPR 2021]   Single-view 3D Object Reconstruction from Shape Priors in Memory
  Shuo Yang, Min Xu, Haozhe Xie, Stuart Perry, Jiahao Xia
  

  [Paper]

• [ACM MM 2019]   Adaptive Semantic-Visual Tree for Hierarchical Embeddings
  Shuo Yang, Wei Yu, Ying Zheng, Tao Mei, Hongxun Yao
  

  [Paper]

Education

• Ph.D. student, 2020.08 - 2023.11
  University of Technology Sydney, Australia, advised by Prof. Min Xu

• B.Eng., 2016.08 - 2020.06
  Harbin Institute of Technology, Harbin, China, advised by Prof. Hongxun Yao

Honors and Awards

• UTS Chancellor's Award (The best Ph.D. thesis award, 1 recipient per year), 2023
• Chinese Government Award for Outstanding Self-financed Students Abroad (The highest award granted by the Chinese government to Chinese students overseas, 650 recipients per year), 2023
• Google Ph.D. Fellowship (9 recipients world-wide), Google, 2022
• Outstanding Intern of the Year, Baidu Research, 2022
• Star Intern Award, JD AI Research, 2019
• The People's Scholarship in China, 2018
• The People's Scholarship in China, 2017

Academic Services

• Reviewer: ICLR, NeurIPS, ICML, ICCV, CVPR, ECCV
• Program Committee Member: IJCAI, AAAI

© Shuo Yang | Last update: March 2024