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Hamad Bin Khalifa University
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Achieve state-of-the-art image tokenization by learning the quantization geometry itself, outperforming existing methods like FSQ and SimVQ with fewer active codes and lower representation rates.
Don't chase higher accuracy in scientific reasoning tasks; strategically abstaining when evidence is weak yields far greater reliability gains.