Talks

Tutorials

  • KDD 2023: Trustworthy machine learning: robustness, generalization and interpretability, Aug., 2023. [Website&Slides]
  • WSDM 2023: On the robustness of ChatGPT and NLP Foundation models: an adversarial and OOD perspective, Feb., 2023. [PDF] [More]
  • IJCAI 2022: A Tutorial on Domain Generalization, July, 2022. [website]

Invited talks

  • Understanding LLMs: evaluation, enhancement, and interdisciplinary research, at UIUC. Nov. 2023.
  • Theory, evaluation, and enhancement of large language models, at HHME 2023, Harbin, China. August 2023.
  • Towards generalization in dynamic distributions, at Domain Generalization workshop in University of Warwick, UK. July 2023. [Youtube]
  • Towards robustness research in the era of large models, at Southern University of Science Technology (Sustech), Shenzhen. June 2023.
  • Safe, efficient, and generalizable transfer learning, at NCIIP 2023. Changchun. May 2023.
  • Robust machine learning for responsible AI, at Hefei University of Technology. Mar. 2023. [video at Bilibili]
  • Building robust machine learning models, at MLNLP community. Sep. 2022. [Video & PDF]
  • Transfer learning: low-resource, generalization, and safety, at AI Time. Apr. 2022. [PDF] [Video] [Zhihu]
  • Recent advance in transfer learning, at Jiqizhixin. Jun. 2021. [PDF] [Video]
  • Transfer learning: challenges and methods, at Shandong University, Jinan, China. Oct. 2018.
  • Transfer learning methods, at Shenzhen University & Harbin Institute of Technology. Jun. 2018. [PDF] [Video]
  • Domain adaptation in transfer learning, at Extreme Vision, online. Dec. 14, 2017. [PDF] [Video]

Invited Course

  • Transfer learning and large languaeg models, at City University of Hong Kong. 2023.
  • Transfer learning, at Institute of Computing Technology, CAS. 2023.
  • Transfer learning, at Tsinghua University. Dec. 2019. (THU’s advanced machine learning course for EE graduates) [Class photo]
  • Transfer learning, at Leiphone, online. Nov. 4, 2017.
  • On machine learning, at AI Salon at Shanghai Jiao Tong University, Shanghai, China. Sep. 16, 2017. [PDF] [Photo]
  • Feature engineering in machine learning, at Zhihu Live, online. Mar. 19, 2017. [PDF] [Visit Live]
  • Machine learning starter, at Zhihu Live, online. Dec. 22. [PDF] [Visit Live]
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