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Accurate yet efficient stochastic computing neural acceleration with high precision residual fusion
Stochastic computing (SC) emerges as a fault-tolerant and area-efficient computing
paradigm for neural acceleration. However, existing SC accelerators suffer from an intrinsic …
paradigm for neural acceleration. However, existing SC accelerators suffer from an intrinsic …
Efficient yet Accurate End-to-End SC Accelerator Design
Providing end-to-end stochastic computing (SC) neural network acceleration for state-of-the-
art (SOTA) models has become an increasingly challenging task, requiring the pursuit of …
art (SOTA) models has become an increasingly challenging task, requiring the pursuit of …
Efficient Non-Linear Adder for Stochastic Computing with Approximate Spatial-Temporal Sorting Network
End-to-end stochastic computing (SC) enables fault-tolerant and area-efficient neural
acceleration by conducting non-linear addition, including accumulation and activation …
acceleration by conducting non-linear addition, including accumulation and activation …
Highly accurate and energy efficient binary-stochastic multipliers for fault-tolerant applications
Y Zhang, L **e, J Han, X Cheng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Stochastic circuits use randomly distributed bitstreams to represent numbers, so leading to
small areas and low power dissipation. However, it does not only result in a long latency and …
small areas and low power dissipation. However, it does not only result in a long latency and …
A Study of Signed-Digit Hybrid Stochastic Number for Arithmetic Computing
Y Song, H Li, X Zhu, Y Chen - IEEE Transactions on Very Large …, 2025 - ieeexplore.ieee.org
In this article, a signed-digit hybrid stochastic number (SD-HSN), which combines the two-
line bipolar stochastic number (TLB-SN) and the binary signed-digit (BSD) number, is …
line bipolar stochastic number (TLB-SN) and the binary signed-digit (BSD) number, is …
Not your father's stochastic computing (SC)! Efficient yet Accurate End-to-End SC Accelerator Design
Providing end-to-end stochastic computing (SC) neural network acceleration for state-of-the-
art (SOTA) models has become an increasingly challenging task, requiring the pursuit of …
art (SOTA) models has become an increasingly challenging task, requiring the pursuit of …