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eess.SY2026
SparseCol: A 1320 BTOPS/W Precision-scalable NPU Exploiting Training-free Structured Bit-level Sparsity and Dynamic Dataflow
Man Shi, Vikram Jain, Weijie Jiang +4
Bit-serial computation enables sequential processing of data at the bit level, providing several advantages, such as scalable computational precision. This approach has gained sign…
eess.SY2025★ 46 cited
BitWave: Exploiting Column-Based Bit-Level Sparsity for Deep Learning Acceleration
Man Shi, Vikram Jain, Antony Joseph +2
Bit-serial computation facilitates bit-wise sequential data processing, offering numerous benefits, such as a reduced area footprint and dynamically-adaptive computational precisio…