Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs
S Aggarwal, HJ Damsgaard… - … Conference on Field …, 2024 - ieeexplore.ieee.org
Post-training quantization (PTQ) is a powerful technique for model compression, reducing
the numerical precision in neural networks without additional training overhead. Recent …
the numerical precision in neural networks without additional training overhead. Recent …
Post-training quantization with low-precision minifloats and integers on FPGAs
Post-Training Quantization (PTQ) is a powerful technique for model compression, reducing
the precision of neural networks without additional training overhead. Recent works have …
the precision of neural networks without additional training overhead. Recent works have …
A2Q+: Improving Accumulator-Aware Weight Quantization
I Colbert, A Pappalardo, J Petri-Koenig… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantization techniques commonly reduce the inference costs of neural networks by
restricting the precision of weights and activations. Recent studies show that also reducing …
restricting the precision of weights and activations. Recent studies show that also reducing …
Accumulator-Aware Post-Training Quantization
Several recent studies have investigated low-precision accumulation, reporting
improvements in throughput, power, and area across various platforms. However, the …
improvements in throughput, power, and area across various platforms. However, the …
CANET: Quantized Neural Network Inference With 8-bit Carry-Aware Accumulator
J Yang, X Wang, Y Jiang - IEEE Access, 2024 - ieeexplore.ieee.org
Neural network quantization represents weights and activations with few bits, greatly
reducing the overhead of multiplications. However, due to the recursive accumulation …
reducing the overhead of multiplications. However, due to the recursive accumulation …
METHOD FOR DETERMINING THE BIT GRID OVERFLOW OF A COMPUTER SYSTEM OPERATING IN THE SYSTEM OF RESIDUAL CLASSES
AS Yanko, VA Krasnobayev, SB Nikolsky… - Radio Electronics …, 2024 - ric.zntu.edu.ua
METHOD FOR DETERMINING THE BIT GRID OVERFLOW OF A COMPUTER SYSTEM
OPERATING IN THE SYSTEM OF RESIDUAL CLASSES | Radio Electronics, Computer …
OPERATING IN THE SYSTEM OF RESIDUAL CLASSES | Radio Electronics, Computer …