Dehmamy, Nima
- Automatic Symmetry Discovery with Lie Algebra Convolutional Network
2021/09/15 by Nima Dehmamy, Dehmamy, Nima, Robin Walters +7 · 7 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Neural Networks and Applications #Protein Structure and Dynamics #Bioinformatics and Genomic Networks
- Symmetries, flat minima, and the conserved quantities of gradient flow
2022/10/31 by Bo Zhao, Zhao, Bo, Iordan Ganev +7 · 7 citations
Computer Science · Physics and Astronomy · Engineering · #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks #Ion-surface interactions and analysis
- Generative Adversarial Symmetry Discovery
2023/02/01 by Jianke Yang, Robin Walters, Yang, Jianke +5 · 7 citations
Computer Science · Materials Science · #Computational Physics and Python Applications #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Machine Learning in Materials Science
- Latent Space Symmetry Discovery
2023/09/29 by Yang, Jianke, Dehmamy, Nima, Walters, Robin +1 · 7 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology
2019/07/11 by Nima Dehmamy, Albert-Ĺaszló Barabási, Dehmamy, Nima +3 · 3 citations
Computer Science · Materials Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Statistics and Probability (physics.data-an)
- Finding Patient Zero: Learning Contagion Source with Graph Neural Networks
2020/06/21 by Chintan Shah, Nima Dehmamy, Shah, Chintan +11 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Symmetry-Informed Governing Equation Discovery
2024/05/27 by Yang, Jianke, Rao, Wang, Dehmamy, Nima +2 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Symmetry Teleportation for Accelerated Optimization
2022/05/21 by Bo Zhao, Zhao, Bo, Nima Dehmamy +5 · 3 citations
Computer Science · #Machine Learning and ELM #Stochastic Gradient Optimization Techniques #Neural Networks and Applications
- Discovering Symbolic Differential Equations with Symmetry Invariants
2025/05/17 by Jianke Yang, Yang, Jianke, B. L. Hu +10 · 1 citation
Computer Science · Materials Science · Physics and Astronomy · #Evolutionary Algorithms and Applications #Machine Learning in Materials Science #Model Reduction and Neural Networks
- Understanding Mode Connectivity via Parameter Space Symmetry
2025/05/29 by Zhao, Bo, Dehmamy, Nima, Walters, Robin +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- DiffChip: Thermally Aware Chip Placement with Automatic Differentiation
2025/02/23 by Aakrati Jain, Romano, Giuseppe, Nima Dehmamy +6 · 1 citation
Engineering · Computer Science · #3D IC and TSV technologies #VLSI and FPGA Design Techniques #VLSI and Analog Circuit Testing