Emerson, Tegan

1. On the Symmetries of Deep Learning Models and their Internal Representations
   2022/05/27 by Charles Godfrey, Davis Brown, Godfrey, Charles +5 · 17 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Neural Networks and Applications
2. Topological Data Analysis of Task-Based fMRI Data from Experiments on Schizophrenia
   2018/09/22 by Bernadette J. Stolz, Stolz, Bernadette J., Tegan Emerson +7 · 6 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Mathematics · Physics and Astronomy · #Adaptation and Self-Organizing Systems (nlin.AO) #Algebraic Topology (math.AT) #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Biological sciences #FOS: Mathematics #FOS: Physical sciences #Neurons and Cognition (q-bio.NC) #Quantitative Methods (q-bio.QM) #Topological and Geometric Data Analysis #cond-mat.dis-nn #math.AT #nlin.AO #q-bio.NC #q-bio.QM
3. Internal Representations of Vision Models Through the Lens of Frames on Data Manifolds
   2022/11/19 by Henry Kvinge, Grayson Jorgenson, Kvinge, Henry +7 · 1 citation
   Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
4. ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain
   2024/09/08 by Guillermo Bernárdez, Lev Telyatnikov, Bernárdez, Guillermo +143 · 2 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
5. Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities
   2024/06/08 by Sai Munikoti, Ian Stewart, Munikoti, Sai +11 · 1 citation
   Computer Science · #Speech and dialogue systems #AI-based Problem Solving and Planning #Semantic Web and Ontologies