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Tobias Christian Nauen

  1. Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers
    2023/08/18 by Tobias Christian Nauen, Nauen, Tobias Christian, Sebastian Palacio +3 · 2 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices
  2. Distill the Best, Ignore the Rest: Improving Dataset Distillation with Loss-Value-Based Pruning
    2024/11/18 by Brian B. Moser, Moser, Brian B., Federico Raue +7 · 3 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Mining Algorithms and Applications #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  3. TaylorShift: Shifting the Complexity of Self-Attention from Squared to Linear (and Back) using Taylor-Softmax
    2024/03/05 by Tobias Christian Nauen, Nauen, Tobias Christian, Sebastian Palacio +3 · 1 citation
    Computer Science · #68T07 #Artificial Intelligence (cs.AI) #Embedded Systems Design Techniques #FOS: Computer and information sciences #I.2.10 #I.2.7 #I.5.1 #Machine Learning (cs.LG) #Online Learning and Analytics #Reinforcement Learning in Robotics
  4. A Low-Resolution Image is Worth 1x1 Words: Enabling Fine Image Super-Resolution with Transformers and TaylorShift
    2024/11/15 by Samudrala Nagaraju, Nagaraju, Sanath Budakegowdanadoddi, Brian B. Moser +9 · 1 citation
    Computer Science · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM)