ViT-22B vs Mamba
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ViT-22B
ViT-22B is a vision transformer model developed by Google Research and released in 2023. With 22 billion parameters, it represented one of the largest vision transformer architectures at the time of publication, demonstrating how scaling laws that had been established for language models might also apply to computer vision tasks. The model was trained using a dataset of billions of images and achi...
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Mamba
Mamba is a deep learning architecture introduced in 2023 by researchers Albert Gu and Tri Dao that utilizes selective state space models (SSMs) for natural language processing. Unlike traditional Transformer models that require quadratic computational complexity for sequence length, Mamba achieves linear-time inference. It accomplishes this through a hardware-aware algorithm that allows the model...
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