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Miolane, Nina

  1. Beyond Euclid: an illustrated guide to modern machine learning with geometric, topological, and algebraic structures
    2024/07/12 by Mathilde Papillon, Papillon, Mathilde, Sophia Sanborn +20 · 13 voices · 2 citations
    Computer Science · #Computational Physics and Python Applications
  2. Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks
    2023/04/20 by Mathilde Papillon, Papillon, Mathilde, Sophia Sanborn +5 · 1 voice · 5 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Agricultural and Biological Sciences · #Gene Regulatory Network Analysis #Topological and Geometric Data Analysis #Plant and Biological Electrophysiology Studies
  3. geomstats: a Python Package for Riemannian Geometry in Machine Learning
    2018/05/21 by Nina Miolane, Johan Mathe, Miolane, Nina +6 · 9 citations
    Computer Science · Engineering · Mathematics · #3D Shape Modeling and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Software (cs.MS) #Morphological variations and asymmetry #Topological and Geometric Data Analysis
  4. Topological Deep Learning: Going Beyond Graph Data
    2022/06/01 by Mustafa Hajij, Ghada Zamzmi, Hajij, Mustafa +25 · 12 citations
    Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
  5. Position: Topological Deep Learning is the New Frontier for Relational Learning
    2024/02/14 by Theodore Papamarkou, Tolga Birdal, Papamarkou, Theodore +41 · 18 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
  6. Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry
    2018/05/02 by Benjamin Hou, Hou, Benjamin, Nina Miolane +17 · 2 citations
    Computer Science · Engineering · #Anatomy and Medical Technology #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
  7. TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
    2024/02/04 by Hajij, Mustafa, Papillon, Mathilde, Frantzen, Florian +40 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Software (cs.MS)
  8. TopoBench: A Framework for Benchmarking Topological Deep Learning
    2024/06/09 by Lev Telyatnikov, Guillermo Bernárdez, Telyatnikov, Lev +44 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
  9. From superposition to sparse codes: interpretable representations in neural networks
    2025/03/03 by David Klindt, Charles O’Neill, Klindt, David +8 · 1 voice · 5 citations
    Computer Science · #Neural Networks and Applications #cs.LG
  10. Geomstats: A Python Package for Riemannian Geometry in Machine Learning
    2020/04/07 by Miolane, Nina, Brigant, Alice Le, Mathe, Johan +16 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Software (cs.MS)
  11. Identifying Interpretable Visual Features in Artificial and Biological Neural Systems
    2023/10/17 by Klindt, David, Sanborn, Sophia, Acosta, Francisco +2 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  12. Latent computing by biological neural networks: A dynamical systems framework
    2025/02/20 by Fatih Dinc, Dinc, Fatih, Marta Blanco-Pozo +19 · 2 voices
    #q-bio.NC
  13. Deep Generative Modeling for Volume Reconstruction in Cryo-Electron Microscopy
    2022/01/08 by Claire Donnat, Axel Levy, Donnat, Claire +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Materials Science · #Advanced Electron Microscopy Techniques and Applications #Electron and X-Ray Spectroscopy Techniques
  14. CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM Images
    2022/03/15 by Levy, Axel, Poitevin, Frédéric, Martel, Julien +6 · 1 citation
    #Biomolecules (q-bio.BM) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Bounds on the geodesic distances on the Stiefel manifold for a family of Riemannian metrics
    2024/07/25 by Mataigne, Simon, Absil, P. -A., Miolane, Nina · 2 citations
    #14M17 #15B10 #53C30 #53Z50 #Differential Geometry (math.DG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)
  16. The Selective G-Bispectrum and its Inversion: Applications to G-Invariant Networks
    2024/07/10 by Simon Mataigne, Mataigne, Simon, Johan Mathe +7 · 2 citations
    Computer Science · Engineering · Mathematics · #20K01 #68R01 #68T01 #68T07 #Blind Source Separation Techniques #Control Systems and Identification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Analysis and Transform Methods
  17. Alternating Gradient Flows: A Theory of Feature Learning in Two-layer Neural Networks
    2025/06/06 by Kunin, Daniel, Marchetti, Giovanni Luca, Chen, Feng +5 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  18. TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
    2024/10/09 by Mathilde Papillon, Papillon, Mathilde, Guillermo Bernárdez +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  19. Dynamical phases of short-term memory mechanisms in RNNs
    2025/02/24 by Barışcan Kurtkaya, Bariscan Kurtkaya, Fatih Dinc +21 · 1 voice · 1 citation
    Biochemistry, Genetics and Molecular Biology · Engineering · Physics and Astronomy · #Advanced Memory and Neural Computing #Gene Regulatory Network Analysis #q-bio.NC #stochastic dynamics and bifurcation