Selected Publications

*: indicating equal contribution or alphabetic ordering.

For all publications, please see Google scholar.

• Factorized Contrastive Learning: Going Beyond Multi-view Redundancy
  Paul Pu Liang*, Zihao Deng*, Martin Q. Ma*, James Zou, Louis-Philippe Morency, Ruslan Salakhutdinov.
  Conference on Neural Information Processing Systems (NeurIPS) 2023.
  [Paper], [Code]

• Understanding Masked Autoencoders via Hierarchical Latent Variable Models
  Lingjing Kong*, Martin Q. Ma*, Guangyi Chen, Eric Xing, Yuejie Chi, Louis-Philippe Morency, Kun Zhang.
  Highlight, The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2023.
  [Paper], [Video], [Slides], [Code]

• Face-to-Face Contrastive Learning for Social Intelligence Question-Answering
  Alex Wilf*, Martin Q. Ma*, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency
  International Conference on Automatic Face and Gesture Recognition (FG) 2023.
  [Paper], [Code]

• Conditional Contrastive Learning with Kernel
  Yao-Hung Hubert Tsai*, Tianqin Li*, Martin Q. Ma, Han Zhao, Kun Zhang, Louis-Philippe Morency, Ruslan Salakhutdinov.
  International Conference on Learning Representations (ICLR) 2022.
  [Paper], [Code]

• Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning
  Martin Q. Ma, Yao-Hung Hubert Tsai, Paul Pu Liang, Han Zhao, Kun Zhang, Ruslan Salakhutdinov, Louis-Philippe Morency.
  Neural Information Processing Systems Workshop on Self-Supervised Learning - Theory and Practice (NeurIPS SSL) 2022.
  

  [Paper], [Code]

• Self-supervised Representation Learning with Relative Predictive Coding
  Yao-Hung Hubert Tsai*, Martin Q. Ma*, Muqiao Yang, Han Zhao, Louis-Philippe Morency, Ruslan Salakhutdinov.
  International Conference on Learning Representations (ICLR) 2021.
  Neural Information Processing Systems Workshop on Self-Supervised Learning - Theory and Practice (NeurIPS SSL) 2020.
  

  [Paper], [Code]

• Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language Analysis
  Yao-Hung Hubert Tsai*, Martin Q. Ma*, Muqiao Yang*, Ruslan Salakhutdinov, Louis-Philippe Morency.
  Empirical Methods in Natural Language Processing (EMNLP) 2020.
  [Paper], [Code]

• Complex Transformer: A Framework for Modeling Complex-Valued Sequence
  Muqiao Yang*, Martin Q. Ma*, Dongyu Li*, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov
  International Conference on Acoustics, Speech and Signal Processing, (ICASSP) 2020
  Oral, Neural Information Processing Systems Science meets Engineering of Deep Learning Workshop (NeurIPS SEDL) 2019.
  

  [Paper], [Video], [Slides], [Code]