Task-Aware QUBO Allocation for Mixed-Precision Quantization
Mixed-precision quantization requires discrete allocation of weight and activation bit-widths, followed by recovery of the selected network. We develop a task-aware quadratic unconstrained binary optimization (QUBO) surrogate with separate weight and activation profiles, a bit-operation (BOP) cost, and selected structu...
Osama Orabi, A. Zagitov, Hadi Salloum et al.
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