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Alessandro Pappalardo

A2Q+: Improving Accumulator-Aware Weight Quantization

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Jan 19, 2024
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Post-Training Quantization with Low-precision Minifloats and Integers on FPGAs

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Nov 21, 2023
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A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance

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Aug 25, 2023
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Quantized Neural Networks for Low-Precision Accumulation with Guaranteed Overflow Avoidance

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Jan 31, 2023
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QONNX: Representing Arbitrary-Precision Quantized Neural Networks

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Jun 17, 2022
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Ps and Qs: Quantization-aware pruning for efficient low latency neural network inference

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Feb 22, 2021
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FINN-L: Library Extensions and Design Trade-off Analysis for Variable Precision LSTM Networks on FPGAs

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Jul 11, 2018
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