Martin Q. Ma
7 papers · 2021–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
representation learning
(4)
self-supervised learning
(3)
large vision-language model
(2)
contrastive learning
(2)
mutual information
(2)
supervised fine-tuning
(1)
hallucination mitigation
(1)
multimodal representation
(1)
masked autoencoder
(1)
video reasoning
(1)
contrastive decoding
(1)
kernel methods
(1)
generative feedback
(1)
frame generation
(1)
hierarchical latent variable model
(1)
text-to-visual entropy
(1)
real-time deployment
(1)
conditional contrastive learning
(1)
fair contrastive learning
(1)
hallucinations
(1)
Papers
Act2See: Emergent Active Visual Perception for Video Reasoning
CVPR 2026
ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models
ICCV 2025
Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models
ICLR 2025
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy
NeurIPS 2023
Understanding Masked Autoencoders via Hierarchical Latent Variable Models
CVPR 2023
Conditional Contrastive Learning with Kernel
ICLR 2022
Self-supervised Representation Learning with Relative Predictive Coding
ICLR 2021