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Jae W. Lee

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titleconferencedate
DecDEC: A Systems Approach to Advancing Low-Bit LLM QuantizationOSDI '252025-07-07
DecDEC stores the weight residuals on CPU and dynamically fetches only salient channels (top-K by activation outliers) via zero-copy to correct low-bit errors…
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Session: ISMM - Welcome from the chairsISMM 20242024-06-25
Conference logistics and program details include lunch at 12:20 and a welcome reception at 18:00; proceedings are already in the ACM Digital Library…
Talk
ASAP: Fast Mobile Application Switch via Adaptive PrepagingUSENIX ATC '212021-07-14
ASAP implements adaptive prepaging inside Android with a switch footprint estimator (static profiles for file-backed pages, dynamic tables for anonymous pages)…
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Behemoth: A Flash-centric Training Accelerator for Extreme-scale DNNsFAST '212021-02-23
Behemoth pairs a custom flash-centric memory system with matrix-accelerator nodes to hold an extreme-scale DNN on one node and enable data-parallel training…
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FlashNeuron: SSD-Enabled Large-Batch Training of Very Deep Neural NetworksFAST '212021-02-23
System moves intermediate activations from GPU HBM to NVMe SSDs and schedules transfers so they finish within the forward pass, using an offloading scheduler…
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Asynchronous I/O Stack: A Low-latency Kernel I/O Stack for Ultra-Low Latency SSDsUSENIX ATC '192019-07-10
An asynchronous I/O stack replaces synchronous kernel I/O steps with overlapped operations and a small set of engineering changes: per-core DMA-premapped page…
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Practical Erase Suspension for Modern Low-latency SSDsUSENIX ATC '192019-07-10
Shows three practical erase-suspend methods that pause iterative NAND erase only at safe pulse boundaries to avoid added peripheral cost and cell wear; prior…
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