Bo HAN, Prof

Projects

Projects per year 2020 2021 2022 2023 2024 2028

• 1 Not started
• 5 Active
• 7 Finished

Projects per year

Search results

• Active

  Towards Trustworthy Foundation Models under Imperfect Scenarios

  HAN, B. (PI), ZHANG, L. (CoPI), CHEUNG, Y. M. (CoPI), Cheng, J. (CoPI) & Zhu, L. (CoPI)

  1/06/25 → 31/05/28

  Project: Research project

  • Foundation Models 100%
  • Image Artifacts 50%
  • Adversarial Input 50%
  • Safety Issues 50%
  • Robustness Issues 50%

• Large Language Models for Knowledge Graph Reasoning & Dictionary Learning and Transfer Learning

  PAN, J. (PI) & HAN, B. (PI)

  1/12/24 → 30/11/25

  Project: Research project

  • Graph Dictionary 100%
  • Learning Transfer 100%
  • Knowledge Graph Reasoning 50%
  • Large Language Models 50%
  • Transfer Learning 50%

• 非完备环境中的可信联邦学习研究

  HAN, B. (PI)

  1/01/24 → 31/12/27

  Project: Research project

• 分布外数据下的可信图表征学习研究 Trustworthy Graph Representation Learning under Out-of-distribution Data

  HAN, B. (PI), ZHANG, Y. (CoI), WANG, Q. (CoI), ZHU, J. (CoI), ZHOU, Z. (CoI), JIANG, X. (CoI), TIAN, H. (CoI) & PENG, X. (CoI)

  1/01/24 → 31/12/26

  Project: Research project

  • Out-of-distribution Data 100%
  • Graph Representation Learning 100%
  • Data Distribution 100%
  • Graph Structure 50%
  • Foundation Models 33%

• The Research on Trustworthy Federated Learning with Application to PaddlePaddle

  HAN, B. (PI)

  31/10/23 → …

  Project: Research project

  • Trustworthy Federated Learning 100%
  • PaddlePaddle 100%
  • Deep Learning System 50%
  • Foundation Models 50%
  • Learning Techniques 50%
• Not started

  Towards Dynamic Knowledge-aware Federated Learning for Foundation Models

  HAN, B. (PI), Zhang, C. (PI) & CHEUNG, Y. M. (PI)

  1/01/26 → 31/12/28

  Project: Research project

  • Knowledge-aware 100%
  • Foundation Models 100%
  • Dynamic Knowledge 100%
  • Federated Learning 100%
  • Data Requirement 20%
• Finished

  New Directions in Trustworthy Machine Learning

  HAN, B. (PI)

  1/12/23 → 30/11/24

  Project: Research project

  • Trustworthy Machine Learning 100%

• New Directions in Trustworthy Machine Learning

  HAN, B. (PI)

  1/12/22 → 30/11/23

  Project: Research project

  • Trustworthy Machine Learning 100%

• Trustworthy Deep Learning for Large-scale Online Advertisement

  HAN, B. (PI)

  21/06/22 → 21/06/23

  Project: Research project

  • Deep Learning 100%
  • Online Advertisement 100%

• 基於人類水準約束的可信賴深度推理

  HAN, B. (PI)

  1/01/22 → 31/12/24

  Project: Research project

• Weakly Supervised Learning

  HAN, B. (PI)

  1/12/21 → 31/05/23

  Project: Research project

• New Directions in Adversarial Machine Learning

  HAN, B. (PI)

  1/12/21 → 30/11/22

  Project: Research project

• Trustworthy Deep Learning from Open-set Corrupted Data

  HAN, B. (PI)

  1/09/20 → 28/02/23

  Project: Research project

  • Adversarial Machine Learning 100%
  • Adversarial Training 80%
  • Deep Neural Network 73%
  • Noisy Label Learning 72%
  • Label Noise 65%