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IVQ: In-Memory Acceleration of DNN Inference Exploiting Varied Quantization.

, , , , , , and . IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 41 (12): 5313-5326 (2022)

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Improving Neural Network Efficiency via Post-training Quantization with Adaptive Floating-Point., , , , , , , and . ICCV, page 5261-5270. IEEE, (2021)DTQAtten: Leveraging Dynamic Token-based Quantization for Efficient Attention Architecture., , , , , , , and . DATE, page 700-705. IEEE, (2022)HAWIS: Hardware-Aware Automated WIdth Search for Accurate, Energy-Efficient and Robust Binary Neural Network on ReRAM Dot-Product Engine., , , , , , and . ASP-DAC, page 226-231. IEEE, (2022)SpikeConverter: An Efficient Conversion Framework Zipping the Gap between Artificial Neural Networks and Spiking Neural Networks., , , , and . AAAI, page 1692-1701. AAAI Press, (2022)Bit-Transformer: Transforming Bit-level Sparsity into Higher Preformance in ReRAM-based Accelerator., , , , , , and . ICCAD, page 1-9. IEEE, (2021)SME: ReRAM-based Sparse-Multiplication-Engine to Squeeze-Out Bit Sparsity of Neural Network., , , , , , , , and . CoRR, (2021)SME: ReRAM-based Sparse-Multiplication-Engine to Squeeze-Out Bit Sparsity of Neural Network., , , , , , , , and . ICCD, page 417-424. IEEE, (2021)Cross-layer Designs against Non-ideal Effects in ReRAM-based Processing-in-Memory System., , , , , and . ISQED, page 1-6. IEEE, (2022)SPARK: Scalable and Precision-Aware Acceleration of Neural Networks via Efficient Encoding., , , , , , and . HPCA, page 1029-1042. IEEE, (2024)SoBS-X: Squeeze-Out Bit Sparsity for ReRAM-Crossbar-Based Neural Network Accelerator., , , , , , and . IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 42 (1): 204-217 (2023)