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Chamberlain, Benjamin Paul

  1. Understanding over-squashing and bottlenecks on graphs via curvature
    2021/11/29 by Jake Topping, Francesco Di Giovanni, Topping, Jake +7 · 65 citations
    Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
  2. GRAND: Graph Neural Diffusion
    2021/06/21 by Chamberlain, Benjamin Paul, Rowbottom, James, Gorinova, Maria +3 · 22 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
    2022/02/09 by Bodnar, Cristian, Di Giovanni, Francesco, Chamberlain, Benjamin Paul +2 · 22 citations
    #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)
  4. On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
    2021/11/23 by Emanuele Rossi, Rossi, Emanuele, Henry Kenlay +9 · 8 citations
    Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Recommender Systems and Techniques
  5. Beltrami Flow and Neural Diffusion on Graphs
    2021/10/18 by Chamberlain, Benjamin Paul, Rowbottom, James, Eynard, Davide +3 · 6 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Scalable Hyperbolic Recommender Systems
    2019/02/22 by Chamberlain, Benjamin Paul, Hardwick, Stephen R., Wardrope, David R. +3 · 2 citations
    #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  7. Predicting Twitter User Socioeconomic Attributes with Network and Language Information
    2018/04/11 by Aletras, Nikolaos, Chamberlain, Benjamin Paul · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Social and Information Networks (cs.SI)