Martin Q. Ma

According to our database, Martin Q. Ma authored at least 16 papers between 2020 and 2026.

Collaborative distances:

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

2026

Video Active Perception: Effective Inference-Time Long-Form Video Understanding with Vision-Language Models.

Martin Q. Ma, Willis Guo, Aditya Agrawal, Ankit Gupta, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency

CoRR, May, 2026

Act2See: Emergent Active Visual Perception for Video Reasoning.

Martin Q. Ma, Yuxiao Qu, Aditya Agrawal, Willis Guo, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency

CoRR, May, 2026

2025

Enabling Conversational Behavior Reasoning Capabilities in Full-Duplex Speech.

Shuchang Pan, Siddharth Banerjee, Dhruv Hebbar, Siddhant Patel, Akshaj Gupta, Kan Jen Cheng, Hanjo Kim, Zeyi Austin Li, Martin Q. Ma, Tingle Li, Gopala Anumanchipalli, Jiachen Lian

CoRR, December, 2025

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models.

Ce Zhang, Zifu Wan, Zhehan Kan, Martin Q. Ma, Simon Stepputtis, Deva Ramanan, Russ Salakhutdinov, Louis-Philippe Morency, Katia P. Sycara, Yaqi Xie

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models.

Zifu Wan, Ce Zhang, Silong Yong, Martin Q. Ma, Simon Stepputtis, Louis-Philippe Morency, Deva Ramanan, Katia Sycara, Yaqi Xie

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

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