Romit Maulik

1. Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
   2023/12/06 by Tung Nguyen, Nguyen, Tung, Rohan Shah +15 · 1 voice · 14 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #cs.AI #cs.LG #physics.ao-ph
2. 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
3. Data-Driven Wind Turbine Wake Modeling via Probabilistic Machine Learning
   2021/09/06 by S. Ashwin Renganathan, Romit Maulik, Renganathan, S. Ashwin +5 · 2 citations
   Engineering · Computer Science · #Wind Energy Research and Development #Energy Load and Power Forecasting #Solar Radiation and Photovoltaics
4. LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles
   2024/05/25 by Haiwen Guan, Guan, Haiwen, Troy Arcomano +5 · 4 citations
   Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management
5. An artificial neural network framework for reduced order modeling of transient flows
   2019/10/01 by Omer San, Romit Maulik, Mansoor Ahmed · 1 citation
6. AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification
   2021/10/26 by Romain Égelé, Romit Maulik, Egele, Romain +9 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
7. Physics-Informed Neural Networks for Mesh Deformation with Exact Boundary Enforcement
   2023/01/14 by Atakan Aygun, Aygun, Atakan, Romit Maulik +3 · 1 citation
   Engineering · Physics and Astronomy · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Vibration Analysis #Lattice Boltzmann Simulation Studies #Model Reduction and Neural Networks
8. Differentiable physics-enabled closure modeling for Burgers' turbulence
   2022/09/23 by Varun Shankar, Shankar, Varun, Vedant Puri +7 · 1 citation
   Physics and Astronomy · Engineering · Earth and Planetary Sciences · #Model Reduction and Neural Networks #Fluid Dynamics and Turbulent Flows #Meteorological Phenomena and Simulations
9. Importance of equivariant and invariant symmetries for fluid flow modeling
   2023/05/03 by Varun Shankar, Shankar, Varun, Shivam Barwey +7 · 1 citation
   Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
10. Semi-Implicit Neural Ordinary Differential Equations
    2024/12/15 by Hong Zhang, Zhang, Hong, Ying Liu +3 · 1 citation
    Computer Science · #Neural Networks and Applications