Theodore Papamarkou

1. Forward-Mode Automatic Differentiation in Julia
   2016/07/26 by Jarrett Revels, Miles Lubin, Revels, Jarrett +3 · 26 citations
   Computer Science · #Advanced Data Storage Technologies #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Mathematical Software (cs.MS) #Parallel Computing and Optimization Techniques
2. Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI
   2024/02/01 by Theodore Papamarkou, Papamarkou, Theodore, Maria Skoularidou +47 · 1 voice · 12 citations
   #cs.LG #stat.ML
3. Topological Deep Learning: Going Beyond Graph Data
   2022/06/01 by Mustafa Hajij, Hajij, Mustafa, Ghada Zamzmi +25 · 10 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
4. Position: Topological Deep Learning is the New Frontier for Relational Learning
   2024/02/14 by Theodore Papamarkou, Tolga Birdal, Papamarkou, Theodore +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
5. Challenges in Markov Chain Monte Carlo for Bayesian Neural Networks
   2022/08/01 by Theodore Papamarkou, Jacob Hinkle, M. Todd Young +1 · 4 citations
6. TopoBench: A Framework for Benchmarking Topological Deep Learning
   2024/06/09 by Lev Telyatnikov, Guillermo Bernárdez, Telyatnikov, Lev +44 · 5 citations
   Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
7. Model-agnostic variable importance for predictive uncertainty: an entropy-based approach
   2023/10/19 by Danny Wood, Theodore Papamarkou, Wood, Danny +5 · 2 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Data Stream Mining Techniques #Machine Learning and Data Classification
8. Copresheaf Topological Neural Networks: A Generalized Deep Learning Framework
   2025/05/27 by Mustafa Hajij, Hajij, Mustafa, Lennart Bastian +21 · 2 citations
   Computer Science · #Neural Networks and Applications #Topological and Geometric Data Analysis