Nina Miolane

1. Beyond Euclid: an illustrated guide to modern machine learning with geometric, topological, and algebraic structures
   2024/07/12 by Mathilde Papillon, Sophia Sanborn, Papillon, Mathilde +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, Sophia Sanborn, Papillon, Mathilde +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, Miolane, Nina, Johan Mathe +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, Hajij, Mustafa, Ghada Zamzmi +25 · 11 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, Papamarkou, Theodore, Tolga Birdal +41 · 16 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. TopoBench: A Framework for Benchmarking Topological Deep Learning
   2024/06/09 by Lev Telyatnikov, Telyatnikov, Lev, Guillermo Bernárdez +44 · 6 citations
   Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
8. From superposition to sparse codes: interpretable representations in neural networks
   2025/03/03 by David Klindt, Charles O’Neill, Charles O'Neill +8 · 1 voice · 4 citations
   Computer Science · #Neural Networks and Applications #cs.LG
9. Latent computing by biological neural networks: A dynamical systems framework
   2025/02/20 by Fatih Dinc, Marta Blanco-Pozo, Dinc, Fatih +19 · 2 voices
   #q-bio.NC
10. 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
11. TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
    2024/10/09 by Mathilde Papillon, Guillermo Bernárdez, Papillon, Mathilde +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
12. Dynamical phases of short-term memory mechanisms in RNNs
    2025/02/24 by Bariscan Kurtkaya, Barışcan Kurtkaya, Fatih Dinç +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
13. A unifying framework from neural superposition to sparse interpretable codes
    2026/07/14 by David Klindt, Charles O’Neill, Patrik Reizinger +2 · 2 voices
    Neuroscience · Computer Science · #Face Recognition and Perception #Explainable Artificial Intelligence (XAI) #Embodied and Extended Cognition
14. Emergent topological structure in spontaneous brain-organoid activity
    2026/07/17 by Eve Bodnia, Margaux Basart, Sofie Hai +5 · 1 voice
    #q-bio.NC #physics.bio-ph