Martin Q. Ma

According to our database, Martin Q. Ma authored at least 11 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

The Need for Unsupervised Outlier Model Selection: A Review and Evaluation of Internal Evaluation Strategies.

Martin Q. Ma, Yue Zhao, Xiaorong Zhang, Leman Akoglu

SIGKDD Explor., 2023

Factorized Contrastive Learning: Going Beyond Multi-view Redundancy.

Paul Pu Liang, Zihao Deng, Martin Q. Ma, James Y. Zou, Louis-Philippe Morency, Ruslan Salakhutdinov

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Face-to-Face Contrastive Learning for Social Intelligence Question-Answering.

Alex Wilf, Martin Q. Ma, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency

Proceedings of the 17th IEEE International Conference on Automatic Face and Gesture Recognition, 2023

Understanding Masked Autoencoders via Hierarchical Latent Variable Models.

Lingjing Kong, Martin Q. Ma, Guangyi Chen, Eric P. Xing, Yuejie Chi, Louis-Philippe Morency, Kun Zhang

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Conditional Contrastive Learning with Kernel.

Yao-Hung Hubert Tsai, Tianqin Li, Martin Q. Ma, Han Zhao, Kun Zhang, Louis-Philippe Morency, Ruslan Salakhutdinov

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Conditional Contrastive Learning: Removing Undesirable Information in Self-Supervised Representations.

Yao-Hung Hubert Tsai, Martin Q. Ma, Han Zhao, Kun Zhang, Louis-Philippe Morency, Ruslan Salakhutdinov

CoRR, 2021

A Large-scale Study on Unsupervised Outlier Model Selection: Do Internal Strategies Suffice?

Martin Q. Ma, Yue Zhao, Xiaorong Zhang, Leman Akoglu

CoRR, 2021

Self-supervised Representation Learning with Relative Predictive Coding.

Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Han Zhao, Louis-Philippe Morency, Ruslan Salakhutdinov

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Interpretable Multimodal Routing for Human Multimodal Language.

Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Ruslan Salakhutdinov, Louis-Philippe Morency

CoRR, 2020

Complex Transformer: A Framework for Modeling Complex-Valued Sequence.

Muqiao Yang, Martin Q. Ma, Dongyu Li, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

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

Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, 2020