Yin, Junqi

1. MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
   2021/10/21 by Steven Farrell, Farrell, Steven, Murali Emani +83 · 7 citations
   Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
2. Optimizing Distributed Training on Frontier for Large Language Models
   2023/12/20 by Sajal Dash, Dash, Sajal, Isaac Lyngaas +13 · 1 voice · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC) #cs.AI #cs.DC
3. Exascale Deep Learning for Scientific Inverse Problems
   2019/09/24 by Nouamane Laanait, Joshua Romero, Laanait, Nouamane +15 · 2 voices
   #cs.LG #cond-mat.mtrl-sci #cs.DC #physics.comp-ph #stat.ML
4. DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies
   2023/10/06 by Shuaiwen Leon Song, Bonnie Kruft, Song, Shuaiwen Leon +181 · 4 citations
   Biochemistry, Genetics and Molecular Biology · Decision Sciences · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Genetics, Bioinformatics, and Biomedical Research #Machine Learning (cs.LG) #Machine Learning in Materials Science #Scientific Computing and Data Management
5. Monte Carlo simulation of order-disorder transition in refractory high entropy alloys: a data-driven approach
   2020/11/02 by Liu, Xianglin, Zhang, Jiaxin, Yin, Junqi +3 · 2 citations
   #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
6. ORBIT: Oak Ridge Base Foundation Model for Earth System Predictability
   2024/04/23 by Xiao Wang, Siyan Liu, Wang, Xiao +18 · 4 citations
   Computer Science · Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Geological Modeling and Analysis #Geophysics (physics.geo-ph) #Image and Video Processing (eess.IV) #Parallel #Seismology and Earthquake Studies #and Cluster Computing (cs.DC) #electronic engineering #information engineering
7. A Scalable Real-Time Data Assimilation Framework for Predicting Turbulent Atmosphere Dynamics
   2024/07/16 by Junqi Yin, Yin, Junqi, Siming Liang +10 · 3 citations
   Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Flood Risk Assessment and Management #Climate variability and models
8. The Case for Co-Designing Model Architectures with Hardware
   2024/01/25 by Anthony, Quentin, Hatef, Jacob, Narayanan, Deepak +6 · 2 citations
   #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
9. Comparative Study of Large Language Model Architectures on Frontier
   2024/02/01 by Yin, Junqi, Bose, Avishek, Cong, Guojing +2 · 2 citations
   #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
10. Robust data-driven approach for predicting the configurational energy of high entropy alloys
    2019/08/10 by Jiaxin Zhang, Xianglin Liu, Zhang, Jiaxin +9 · 1 citation
    Engineering · Materials Science · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #High Entropy Alloys Studies #High Temperature Alloys and Creep #Machine Learning (stat.ML) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci)
11. Neural network based order parameter for phase transitions and its applications in high-entropy alloys
    2021/09/12 by Junqi Yin, Yin, Junqi, Zongrui Pei +3 · 2 citations
    Engineering · Materials Science · #High Entropy Alloys Studies #Machine Learning in Materials Science #Additive Manufacturing Materials and Processes
12. Hierarchical Bayesian approach for adaptive integration of Bragg peaks in time-of-flight neutron scattering data
    2024/04/01 by Viktor Reshniak, Reshniak, Viktor, Xiaoping Wang +7 · 1 citation
    Earth and Planetary Sciences · Engineering · Physics and Astronomy · #Data Analysis #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci) #Nuclear Physics and Applications #Nuclear reactor physics and engineering #Seismic Imaging and Inversion Techniques #Statistics and Probability (physics.data-an)
13. Modulated Diffusion: Accelerating Generative Modeling with Modulated Quantization
    2025/06/18 by Gao, Weizhi, Hou, Zhichao, Yin, Junqi +3 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities
    2025/04/21 by Pei, Zongrui, Yin, Junqi, Zhang, Jiaxin · 3 citations
    #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
15. Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars
    2024/06/24 by Wesley Brewer, Brewer, Wesley, Aditya Kashi +11 · 1 citation
    Decision Sciences · #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Scientific Computing and Data Management #and Cluster Computing (cs.DC)