scaleTRIM is a truncation-based approximate integer multiplier using linearization and piecewise constant compensation that reports 15.2% better MRED and 22.8% better PDP than prior designs while maintaining usable accuracy in DNNs.
Design-Efficient Approximate Multiplication Circuits Through Partial Product Perforation
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A semantics-preserving co-design exports PyTorch SNNs to event-driven FPGAs via one artifact, achieving 87.4% MNIST accuracy identical to software reference at 0.1375 μs and 31.6 nJ per image.
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scaleTRIM: Scalable TRuncation-Based Integer Approximate Multiplier with Linearization and Compensation
scaleTRIM is a truncation-based approximate integer multiplier using linearization and piecewise constant compensation that reports 15.2% better MRED and 22.8% better PDP than prior designs while maintaining usable accuracy in DNNs.
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Hardware-Software Co-Design for Event-Driven SNN Deployment on Low-Cost Neuromorphic FPGAs
A semantics-preserving co-design exports PyTorch SNNs to event-driven FPGAs via one artifact, achieving 87.4% MNIST accuracy identical to software reference at 0.1375 μs and 31.6 nJ per image.