Shuo Yang 杨朔 Professor Department of Computer Science and Technology Harbin Institute of Technology (Shenzhen) Email: shuoyang@hit.edu.cn

Short Bio

I am currently a full professor at School of Computer Science and Technology, Harbin Institute of Technology (Shenzhen). I got my Ph.D. and Bechelor's degree from University of Technology Sydney and Harbin Institute of Technology in 2023 and 2020, respectively.

I am actively looking for self-motivated Ph.D/M.S./Undergraduate students and Postdocs in the areas of large multimodal foundation models, embodied AI, and data-centric AI, welcome to contact me at shuoyang@hit.edu.cn.

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