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Maxwell Horton

  1. Bytes Are All You Need: Transformers Operating Directly On File Bytes
    2023/05/31 by Maxwell Horton, Sachin Mehta, Ali Farhadi +1 · 4 voices · 1 citation
    #cs.CV
  2. OpenELM: An Efficient Language Model Family with Open Training and Inference Framework
    2024/04/22 by Sachin Mehta, Mehta, Sachin, Mohammad Hossein Sekhavat +19 · 5 voices · 9 citations
    #cs.CL #cs.AI #cs.LG
  3. The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
    2025/06/07 by Parshin Shojaee, Shojaee, Parshin, Iman Mirzadeh +9 · 14 voices · 128 citations
    #cs.AI #cs.CL #cs.LG
  4. CatLIP: CLIP-level Visual Recognition Accuracy with 2.7x Faster Pre-training on Web-scale Image-Text Data
    2024/04/24 by Sachin Mehta, Mehta, Sachin, Maxwell Horton +13 · 1 voice · 2 citations
    Computer Science · #Handwritten Text Recognition Techniques
  5. Learning Neural Network Subspaces
    2021/02/20 by Mitchell Wortsman, Wortsman, Mitchell, Maxwell Horton +7 · 3 citations
    Computer Science · #Machine Learning and Data Classification #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning
  6. QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
    2025/02/05 by Haocheng Xi, Tiwari, Rishabh, Xi, Haocheng +16 · 6 citations
    Computer Science · #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #Error Correcting Code Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. KV Prediction for Improved Time to First Token
    2024/10/10 by Maxwell Horton, Horton, Maxwell, Qingqing Cao +11 · 3 citations
    Engineering · Computer Science · #Tunneling and Rock Mechanics #Image and Object Detection Techniques
  8. RangeAugment: Efficient Online Augmentation with Range Learning
    2022/12/20 by Sachin Mehta, Saeid Naderiparizi, Mehta, Sachin +13 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Neural Network Applications
  9. SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators
    2024/10/14 by Rasoul Shafipour, David Harrison, Shafipour, Rasoul +15 · 1 citation
    Computer Science · #Neural Networks and Applications