Sotabase

Career

· Ph.D. Candidate, Carnegie Mellon University
· PhD Student, Carnegie Mellon University
· Visiting Researcher, Meta Fundamental AI Research (FAIR)

Publications (15)

Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language Analysis
Conference on Empirical Methods in Natural Language Processing · 2020
99
cited
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy
Neural Information Processing Systems · 2023
91
cited
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders
arXiv.org · 2023
71
cited
Complex Transformer: A Framework for Modeling Complex-Valued Sequence
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2019
55
cited
Understanding Masked Autoencoders via Hierarchical Latent Variable Models
Computer Vision and Pattern Recognition · 2023
45
cited
The Need for Unsupervised Outlier Model Selection: A Review and Evaluation of Internal Evaluation Strategies
SIGKDD Explorations · 2023
44
cited
Self-supervised Representation Learning with Relative Predictive Coding
International Conference on Learning Representations · 2021
39
cited
Conditional Contrastive Learning with Kernel
International Conference on Learning Representations · 2022
29
cited
Conditional Contrastive Learning: Removing Undesirable Information in Self-Supervised Representations
arXiv.org · 2021
25
cited
Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models
International Conference on Learning Representations · 2025
21
cited
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning
2021
19
cited
A Large-scale Study on Unsupervised Outlier Model Selection: Do Internal Strategies Suffice?
arXiv.org · 2021
14
cited
ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models
arXiv.org · 2025
6
cited
Interpretable Multimodal Routing for Human Multimodal Language
arXiv.org · 2020
4
cited
Enabling Conversational Behavior Reasoning Capabilities in Full-Duplex Speech
arXiv.org · 2025
Sotabase
Martin Q. Ma | Researcher Profile | Sotabase | Sotabase