Gebhart, Thomas

1. Sheaf Neural Networks
   2020/12/08 by Jakob Hansen, Thomas Gebhart, Hansen, Jakob +1 · 15 citations
   Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Topological and Geometric Data Analysis
2. Sheaf theory: from deep geometry to deep learning
   2025/02/21 by Anton Ayzenberg, Ayzenberg, Anton, Thomas Gebhart +5 · 3 voices · 10 citations
   Computer Science · Mathematics · #01A65 #05C22 #05C50 (Primary) 68T09 #05C60 #05C65 #06A06 #06A11 #13P20 #18C50 (Secondary) #54B40 #55-08 #55N30 #55U15 #68R12 #68T07 #68T30 #80M35 #91D30 #94C15 #A.1 #Algebraic Topology (math.AT) #Computational Geometry (cs.CG) #F.2.1 #FOS: Computer and information sciences #FOS: Mathematics #G.1.10 #G.1.3 #G.2.2 #I.2.4 #I.2.6 #K-Theory and Homology (math.KT) #Machine Learning (cs.LG) #cs.CG #cs.LG #math.AT #math.KT
3. A Unified Paths Perspective for Pruning at Initialization
   2021/01/26 by Thomas Gebhart, Udit Saxena, Gebhart, Thomas +3 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
4. Adversary Detection in Neural Networks via Persistent Homology
   2017/11/28 by Gebhart, Thomas, Schrater, Paul · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. The Emergence of Higher-Order Structure in Scientific and Technological Knowledge Networks
   2020/09/28 by Gebhart, Thomas, Funk, Russell J. · 1 citation
   #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Social and Information Networks (cs.SI)
6. Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph Embedding
   2021/10/07 by Thomas Gebhart, Gebhart, Thomas, Jakob Hansen +3 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML)