The authors propose BIHIWE, a microarchitecture that accelerates DNN dot-products by bit-partitioning them into spatially parallel low-bitwidth MAC units operating in the charge domain and sharing A/D converters.
Mismatch characterization of small metal fringe capacitors.IEEE Transactions on Circuits and Systems I: Regular Papers, 61(8):2236–2242, 2014
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Mixed-Signal Charge-Domain Acceleration of Deep Neural networks through Interleaved Bit-Partitioned Arithmetic
The authors propose BIHIWE, a microarchitecture that accelerates DNN dot-products by bit-partitioning them into spatially parallel low-bitwidth MAC units operating in the charge domain and sharing A/D converters.