Publications

• Efficient Multi-modal Dataset Distillation via Analytic Parameter Matching
  ICML 2026Deyu Bo, Xinchao Wang
• Graph-GRPO: Training Graph Flow Models with Reinforcement Learning
  ICML 2026Baoheng Zhu*, Deyu Bo*, Delvin Ce Zhang, Xiao Wang
  arXiv
• Full-Spectrum Graph Neural Network: Expressive and Scalable
  ICML 2026Xiaohan Wang*, Deyu Bo*, Longlong Li, Kelin Xia
  arXiv
• Beyond Soft Label: Dataset Distillation via Orthogonal Gradient Matching
  CVPR 2026Deyu Bo, Xinchao Wang
• Understanding Dataset Distillation via Spectral Filtering
  ICLR 2026Deyu Bo, Songhua Liu, Xinchao Wang
  arXiv
• Graph Positional Autoencoders as Self-supervised Learners
  KDD 2025Yang Liu*, Deyu Bo*, Wenxuan Cao, Yuan Fang, Yawen Li, Chuan Shi
• Point Cloud Dataset Distillation
  ICML 2025Deyu Bo, Xinchao Wang
• Graph Distillation with Eigenbasis Matching
  ICML 2024Yang Liu*, Deyu Bo*, Chuan Shi
  arXiv
• Graph Contrastive Learning with Stable and Scalable Spectral Encoding
  NeurIPS 2023Deyu Bo, Yuan Fang, Yang Liu, Chuan Shi
  Code
• Specformer: Spectral Graph Neural Networks Meet Transformers
  ICLR 2023Deyu Bo, Chuan Shi, Lele Wang, Renjie Liao
  arXiv Code
• Revisiting Graph Contrastive Learning from the Perspective of Graph Spectrum
  NeurIPS 2022Nian Liu, Xiao Wang, Deyu Bo, Chuan Shi, Jian Pei
• Regularizing Graph Neural Networks via Consistency-diversity Graph Augmentations
  AAAI 2022Deyu Bo, BinBin Hu, Xiao Wang, Zhiqiang Zhang, Chuan Shi, Jun Zhou
• Beyond Low-frequency Information in Graph Convolutional Networks
  AAAI 2021Deyu Bo, Xiao Wang, Chuan Shi, Huawei Shen
  arXiv Code
• Structural Deep Clustering Network
  WWW 2020Deyu Bo, Xiao Wang, Chuan Shi, Meiqi Zhu, Emiao Lu, Peng Cui
  Code
• AM-GCN: Adaptive Multi-channel Graph Convolutional Networks
  KDD 2020Xiao Wang, Meiqi Zhu, Deyu Bo, Peng Cui, Chuan Shi, Jian Pei

Preprint

• A Survey on Spectral Graph Neural Networks
  PreprintDeyu Bo, Xiao Wang, Yang Liu, Yuan Fang, Yawen Li, Chuan Shi