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Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs.

, , , , and . ICML, OpenReview.net, (2024)

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Layerweaver: Maximizing Resource Utilization of Neural Processing Units via Layer-Wise Scheduling., , , , , , , , , and . HPCA, page 584-597. IEEE, (2021)Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching., , and . CoRR, (2022)Liquid: Mix-and-Match Multiple Image Formats to Balance DNN Training Pipeline., , , , , and . APSys, page 50-57. ACM, (2023)Graphene: Strong yet Lightweight Row Hammer Protection., , , , , and . MICRO, page 1-13. IEEE, (2020)Mithril: Cooperative Row Hammer Protection on Commodity DRAM Leveraging Managed Refresh., , , , , , , and . HPCA, page 1156-1169. IEEE, (2022)BOSS: Bandwidth-Optimized Search Accelerator for Storage-Class Memory., , , , , , and . ISCA, page 279-291. IEEE, (2021)Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs., , , , and . ICML, OpenReview.net, (2024)Unlocking Wordline-level Parallelism for Fast Inference on RRAM-based DNN Accelerator., , , , , and . ICCAD, page 103:1-103:9. IEEE, (2020)Effective zero compression on ReRAM-based sparse DNN accelerators., , , , , and . DAC, page 949-954. ACM, (2022)A3: Accelerating Attention Mechanisms in Neural Networks with Approximation., , , , , , , , , and 1 other author(s). HPCA, page 328-341. IEEE, (2020)