Brown, Davis

1. On the Symmetries of Deep Learning Models and their Internal Representations
   2022/05/27 by Charles Godfrey, Godfrey, Charles, Davis Brown +5 · 9 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Neural Networks and Applications
2. Experimental Observations of the Topology of Convolutional Neural Network Activations
   2022/12/01 by Purvine, Emilie, Brown, Davis, Jefferson, Brett +6 · 5 citations
   #Computational Geometry (cs.CG) #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. Understanding the Inner Workings of Language Models Through Representation Dissimilarity
   2023/10/23 by Brown, Davis, Godfrey, Charles, Konz, Nicholas +2 · 4 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Making Corgis Important for Honeycomb Classification: Adversarial Attacks on Concept-based Explainability Tools
   2021/10/14 by Brown, Davis, Kvinge, Henry · 2 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics
   2025/03/09 by Chau, Herman, Jenne, Helen, Brown, Davis +4 · 1 voice · 2 citations
   #Artificial Intelligence (cs.AI) #Combinatorics (math.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Representation Theory (math.RT)
6. The SVD of Convolutional Weights: A CNN Interpretability Framework
   2022/08/14 by Brenda Praggastis, Praggastis, Brenda, Davis Brown +9 · 1 citation
   Computer Science · #05C65 #68T01 #68T07 #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
7. Internal Representations of Vision Models Through the Lens of Frames on Data Manifolds
   2022/11/19 by Kvinge, Henry, Jorgenson, Grayson, Brown, Davis +2 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)