XST: A Crossbar Column-wise Sparse Training for Efficient Continual Learning

Author:

Zhang Fan1,Yang Li1,Meng Jian1,Seo Jae-Sun1,Cao Yu1,Fan Deliang1

Affiliation:

1. School of Electrical, Computer and Energy Engineering, Arizona State University,Tempe,Arizona,85281

Funder

National Science Foundation

Publisher

IEEE

Reference14 articles.

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2. DNN+NeuroSim: An end-to-end benchmarking frame-work for compute-in-memory accelerators with versatile device technolo-gies;peng;IEEE International Electron Devices Meeting (IEDM),0

3. A methodology to improve linearity of analog RRAM for neuromorphic computing;wu;IEEE Symposium on VLSI Technology,0

4. Neurosim: A circuit-level macro model for benchmarking neuro-inspired architectures in online learning;chen;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2018

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1. Efficient N:M Sparse DNN Training Using Algorithm, Architecture, and Dataflow Co-Design;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2024-02

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3. Benchmarking Heterogeneous Integration with 2.5D/3D Interconnect Modeling;2023 IEEE 15th International Conference on ASIC (ASICON);2023-10-24

4. XMA2: A crossbar-aware multi-task adaption framework via 2-tier masks;Frontiers in Electronics;2022-12-20

5. Efficient Multi-task Adaption for Crossbar-based In-Memory Computing;2022 56th Asilomar Conference on Signals, Systems, and Computers;2022-10-31

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