Scholar
Guozheng Ma
Google Scholar ID: jDvVglUAAAAJ
Nanyang Technological University
Citations & Impact
Citations
228
H-index
7
i10-index
7
Publications
13
Co-authors
9
list available
Contact
Publications
Resume (English only)
Academic Achievements
- - Publications:
- - ICML 2025: 'Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning'
- - ICLR 2024: 'Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages'
- - NeurIPS 2023: 'Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning'
- - IJCV 2025: 'A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning'
- - Awards:
- - Excellent Graduates, Beijing, 2024
- - ICLR Financial Assistance Award, 2024
- - ORDOS Scholarship, Tsinghua University, 2023
- - AI Safety and Alignment Fellowship, Concordia AI, 2023
- - Provincial Excellent Graduates, Hunan Province, 2021
- - First Prize of Outstanding Undergraduate Thesis, Hunan University, 2021
- - Weisheng Scholarship, Hunan University, 2020
- - XiongXiaoge Scholarship, Hunan University, 2019
- - National Scholarship, Ministry of Education of China, 2019
Research Experience
- - PhD student at Nanyang Technological University, focusing on the practical deployment of Deep Reinforcement Learning
- - Completed master's studies and began research journey at Tsinghua University
- - Obtained bachelor's degree from Hunan University, spent four wonderful years at the foothills of Yuelu Mountain
Education
- - PhD: Nanyang Technological University, Supervisor: Dacheng Tao, Time: 2024 to present
- - Master's: Tsinghua University, Time: Not provided
- - Bachelor's: Hunan University, Time: Not provided
Background
- - Research Interests: Unlocking the true potential of Deep Reinforcement Learning, focusing on optimization pathologies, scalability limitations, and exploration inefficiencies.
- - Professional Field: Deep Reinforcement Learning, Visual Reinforcement Learning, Data Augmentation, etc.
Miscellany
- Personal Interests: Believes that greatness cannot be planned, enjoys joyful explorations.
