Publications

• OmniPrint: A Configurable Printed Character Synthesizer
  Haozhe Sun, Wei-Wei Tu, Isabelle Guyon
  35th Conference on Neural Information Processing Systems Datasets and Benchmarks Track. NeurIPS 2021.
  [PDF] [Code] [Talk]

• RRR-Net: Reusing, Reducing, and Recycling a Deep Backbone Network
  Haozhe Sun, Isabelle Guyon, Felix Mohr, Hedi Tabia
  2023 International Joint Conference on Neural Networks. IJCNN 2023.
  [Paper]

• Modularity in Deep Learning: A Survey
  Haozhe Sun, Isabelle Guyon
  Lecture Notes in Networks and Systems. Springer. 2023.
  [Paper]

• DARIO: Differentiable vision transformer pruning with low-cost proxies
  Haozhe Sun, Alexandre Heuillet, Felix Mohr, Hedi Tabia
  IEEE Journal of Selected Topics on Signal Processing. 2024.

• Meta-Album: Multi-domain meta-dataset for few-shot image classification
  Ihsan Ullah, Dustin Carrion, Sergio Escalera, Isabelle M. Guyon, Mike Huisman, Felix Mohr, Jan N. van Rijn, Haozhe Sun, Joaquin Vanschoren, Phan Anh Vu
  36th Conference on Neural Information Processing Systems Datasets and Benchmarks Track. NeurIPS 2022.
  [PDF] [Homepage] [Code]

• Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
  Adrian El Baz, Ihsan Ullah, Edesio Alcobaça, André C. P. L. F. Carvalho, Hong Chen, Fabio Ferreira, Henry Gouk, Chaoyu Guan, Isabelle Guyon, Timothy Hospedales, Shell Hu, Mike Huisman, Frank Hutter, Zhengying Liu, Felix Mohr, Ekrem Öztürk, Jan N. van Rijn, Haozhe Sun, Xin Wang, Wenwu Zhu
  Proceedings of the NeurIPS 2021 competitions and demonstrations track. Proceedings of machine learning research. PMLR.
  [PDF]

• NeurIPS’22 Cross-Domain MetaDL Challenge: Results and lessons learned
  Dustin Carrión-Ojeda, Mahbubul Alam, Sergio Escalera, Ahmed Farahat, Dipanjan Ghosh, Teresa Gonzalez Diaz, Chetan Gupta, Isabelle Guyon, Joël Roman Ky, Xian Yeow Lee, Xin Liu, Felix Mohr, Manh Hung Nguyen, Emmanuel Pintelas, Stefan Roth, Simone Schaub-Meyer, Haozhe Sun, Ihsan Ullah, Joaquin Vanschoren, Lasitha Vidyaratne, Jiamin Wu, Xiaotian Yin
  Proceedings of the NeurIPS 2022 Competitions Track, PMLR 220:50-72, 2022. PMLR.
  [PDF]

• LTU Attacker for Membership Inference
  Joseph Pedersen, Rafael Muñoz-Gómez, Jiangnan Huang, Haozhe Sun, Wei-Wei Tu, Isabelle Guyon
  Algorithms 2022, 15, 254. https://doi.org/10.3390/a15070254.
  [PDF]