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Shenggui Li, Hongxin Liu, Zhengda Bian, Jiarui Fang, Haichen Huang, Yuliang Liu, Boxiang Wang, Yang You · 2023 · DOI 10.1145/3605573

1 Pith paper cite this work, alongside 33 external citations. Polarity classification is still indexing.

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cs.DC 1

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2026 1

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CONDITIONAL 1

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An Efficient Heterogeneous Co-Design for Fine-Tuning on a Single GPU

cs.DC · 2026-03-17 · conditional · novelty 6.0

SlideFormer uses layer-sliding async offloading, pre-allocated heterogeneous memory, and fused Triton kernels to fine-tune 123B+ models on one RTX 4090 with 1.4–6.3× higher throughput and roughly half the memory of prior offload systems.

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  • An Efficient Heterogeneous Co-Design for Fine-Tuning on a Single GPU cs.DC · 2026-03-17 · conditional · none · ref 16

    SlideFormer uses layer-sliding async offloading, pre-allocated heterogeneous memory, and fused Triton kernels to fine-tune 123B+ models on one RTX 4090 with 1.4–6.3× higher throughput and roughly half the memory of prior offload systems.