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 (EMNLP (1), 2020)

Complex Transformer: A Framework for Modeling Complex-Valued Sequence. - Muqiao Yang; Martin Q. Ma; Dongyu Li; Yao-Hung Hubert Tsai; Ruslan Salakhutdinov (ICASSP, 2020)

Interpretable Multimodal Routing for Human Multimodal Language. - Yao-Hung Hubert Tsai; Martin Q. Ma; Muqiao Yang; Ruslan Salakhutdinov; Louis-Philippe Morency (CoRR, 2020)

Self-supervised Representation Learning with Relative Predictive Coding. - Yao-Hung Hubert Tsai; Martin Q. Ma; Muqiao Yang; Han Zhao 002; Louis-Philippe Morency; Ruslan Salakhutdinov (ICLR, 2021)

A Large-scale Study on Unsupervised Outlier Model Selection: Do Internal Strategies Suffice? - Martin Q. Ma; Yue Zhao 016; Xiaorong Zhang; Leman Akoglu (CoRR, 2021)

Conditional Contrastive Learning: Removing Undesirable Information in Self-Supervised Representations. - Yao-Hung Hubert Tsai; Martin Q. Ma; Han Zhao 002; Kun Zhang 001; Louis-Philippe Morency; Ruslan Salakhutdinov (CoRR, 2021)

Conditional Contrastive Learning with Kernel. - Yao-Hung Hubert Tsai; Tianqin Li; Martin Q. Ma; Han Zhao 002; Kun Zhang 001; Louis-Philippe Morency; Ruslan Salakhutdinov (ICLR, 2022)

Understanding Masked Autoencoders via Hierarchical Latent Variable Models. - Lingjing Kong; Martin Q. Ma; Guangyi Chen 002; Eric P. Xing; Yuejie Chi; Louis-Philippe Morency; Kun Zhang 001 (CVPR, 2023)

Face-to-Face Contrastive Learning for Social Intelligence Question-Answering. - Alex Wilf; Martin Q. Ma; Paul Pu Liang; Amir Zadeh 001; Louis-Philippe Morency (FG, 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 (NeurIPS, 2023)

The Need for Unsupervised Outlier Model Selection: A Review and Evaluation of Internal Evaluation Strategies. - Martin Q. Ma; Yue Zhao 016; Xiaorong Zhang; Leman Akoglu (SIGKDD Explor., 2023)

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models. - Ce Zhang 009; Zifu Wan; Zhehan Kan; Martin Q. Ma; Simon Stepputtis; Deva Ramanan; Russ Salakhutdinov; Louis-Philippe Morency; Katia P. Sycara; Yaqi Xie 001 (ICLR, 2025)

ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models. - Zifu Wan; Ce Zhang 009; Silong Yong; Martin Q. Ma; Simon Stepputtis; Louis-Philippe Morency; Deva Ramanan; Katia P. Sycara; Yaqi Xie 001 (CoRR, 2025)