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Works (13)

A Fully-Integrated Energy-Scalable Transformer Accelerator for Language Understanding on Edge Devices

IEEE Open Journal of the Solid-State Circuits Society
2024 | Journal article
DOI: 10.1109/OJSSCS.2024.3524359
Contributors: Zexi Ji; Hanrui Wang; Miaorong Wang; Win-San Khwa; Meng-Fan Chang; Song Han; Anantha P. Chandrakasan
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NAPA: Intermediate-Level Variational Native-Pulse Ansatz for Variational Quantum Algorithms

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
2024 | Journal article
DOI: 10.1109/TCAD.2024.3355277
Contributors: Zhiding Liang; Jinglei Cheng; Hang Ren; Hanrui Wang; Fei Hua; Zhixin Song; Yongshan Ding; Frederic T. Chong; Song Han; Xuehai Qian et al.
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Q-Pilot: Field Programmable Qubit Array Compilation with Flying Ancillas

2024-06-23 | Conference paper
DOI: 10.1145/3649329.3658470
Contributors: Hanrui Wang; Daniel Bochen Tan; Pengyu Liu; Yilian Liu; Jiaqi Gu; Jason Cong; Song Han
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Algorithm-System-Hardware Co-Design for Efficient 3D Deep Learning

World Scientific Annual Review of Artificial Intelligence
2024-01 | Journal article
DOI: 10.1142/S2811032323400039
Contributors: Zhijian Liu; Haotian Tang; Yujun Lin; Song Han
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Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models

IEEE Transactions on Pattern Analysis and Machine Intelligence
2023 | Journal article
DOI: 10.1109/TPAMI.2023.3316020
Contributors: Muyang Li; Ji Lin; Chenlin Meng; Stefano Ermon; Song Han; Jun-Yan Zhu
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Tiny Machine Learning: Progress and Futures [Feature]

IEEE Circuits and Systems Magazine
2023 | Journal article
DOI: 10.1109/MCAS.2023.3302182
Contributors: Ji Lin; Ligeng Zhu; Wei-Ming Chen; Wei-Chen Wang; Song Han
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VideoTime3: A 40-uJ/frame 38 FPS Video Understanding Accelerator With Real-Time DiffFrame Temporal Redundancy Reduction and Temporal Modeling

IEEE Solid-State Circuits Letters
2023 | Journal article
DOI: 10.1109/LSSC.2023.3286698
Contributors: Miaorong Wang; Yujun Lin; Zhekai Zhang; Ji Lin; Song Han; Anantha P. Chandrakasan
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Crossref

PockEngine: Sparse and Efficient Fine-tuning in a Pocket

2023-10-28 | Conference paper
DOI: 10.1145/3613424.3614307
Contributors: Ligeng Zhu; Lanxiang Hu; Ji Lin; Wei-Ming Chen; Wei-Chen Wang; Chuang Gan; Song Han
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TorchSparse++: Efficient Training and Inference Framework for Sparse Convolution on GPUs

2023-10-28 | Conference paper
DOI: 10.1145/3613424.3614303
Contributors: Haotian Tang; Shang Yang; Zhijian Liu; Ke Hong; Zhongming Yu; Xiuyu Li; Guohao Dai; Yu Wang; Song Han
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GAN Compression: Efficient Architectures for Interactive Conditional GANs

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022-12-01 | Journal article
DOI: 10.1109/TPAMI.2021.3126742
Contributors: Muyang Li; Ji Lin; Yaoyao Ding; Zhijian Liu; Jun-Yan Zhu; Song Han
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Long Live TIME: Improving Lifetime and Security for NVM-Based Training-in-Memory Systems

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
2020-12 | Journal article
DOI: 10.1109/TCAD.2020.2977079
Contributors: Yi Cai; Yujun Lin; Lixue Xia; Xiaoming Chen; Song Han; Yu Wang; Huazhong Yang
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Hardware-Centric AutoML for Mixed-Precision Quantization

International Journal of Computer Vision
2020-09-11 | Journal article
DOI: 10.1007/s11263-020-01339-6
Contributors: Kuan Wang; Zhijian Liu; Yujun Lin; Ji Lin; Song Han
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Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey

Proceedings of the IEEE
2020-04 | Journal article
DOI: 10.1109/JPROC.2020.2976475
Contributors: By Lei Deng; Guoqi Li; Song Han; Luping Shi; Yuan Xie
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