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Abnar, Samira

  1. Quantifying Attention Flow in Transformers
    2020/05/02 by Abnar, Samira, Zuidema, Willem · 79 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  2. Long Range Arena: A Benchmark for Efficient Transformers
    2020/11/08 by Yi Tay, Tay, Yi, Mostafa Dehghani +17 · 50 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Ferroelectric and Negative Capacitance Devices #Power Line Inspection Robots
  3. Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling?
    2022/07/21 by Yi Tay, Tay, Yi, Mostafa Dehghani +17 · 1 voice · 5 citations
    Computer Science · Physics and Astronomy · #Complex Network Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Theoretical and Computational Physics #cs.CL #cs.LG
  4. Scale Efficiently: Insights from Pre-training and Fine-tuning Transformers
    2021/09/22 by Tay, Yi, Dehghani, Mostafa, Rao, Jinfeng +7 · 10 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Exploring the Limits of Large Scale Pre-training
    2021/10/05 by Abnar, Samira, Dehghani, Mostafa, Neyshabur, Behnam +1 · 8 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. GAUDI: A Neural Architect for Immersive 3D Scene Generation
    2022/07/27 by Miguel Ángel Bautista, Pengsheng Guo, Bautista, Miguel Angel +21 · 6 citations
    Computer Science · Engineering · #Generative Adversarial Networks and Image Synthesis #Advanced Vision and Imaging #Human Motion and Animation
  7. Diffusion Probabilistic Fields
    2023/03/01 by Zhuang, Peiye, Abnar, Samira, Gu, Jiatao +3 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  8. Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models
    2025/01/21 by Samira Abnar, Abnar, Samira, Harshay Shah +9 · 7 citations
    Computer Science · #Topic Modeling #Bayesian Methods and Mixture Models #Machine Learning and Algorithms
  9. Experiential, Distributional and Dependency-based Word Embeddings have\n Complementary Roles in Decoding Brain Activity
    2017/11/25 by Samira Abnar, Rasyan Ahmed, Abnar, Samira +5 · 1 citation
    Computer Science · Neuroscience · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Neurobiology of Language and Bilingualism #Text Readability and Simplification #Topic Modeling
  10. Adaptivity and Modularity for Efficient Generalization Over Task Complexity
    2023/10/13 by Samira Abnar, Abnar, Samira, Omid Saremi +19 · 1 citation
    Computer Science · #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
  11. Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP
    2024/10/31 by Huang, Chen, Seto, Skyler, Abnar, Samira +3 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)