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Haojun Xia

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Quant-LLM: Accelerating the Serving of Large Language Models via FP6-Centric...USENIX ATC 20242024-07-10
Quant-LLM demonstrates that FP6 weight quantization preserves LLM quality while enabling much cheaper serving by building a CUDA kernel suite called TC-FPx…
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MonoNN: Enabling a New Monolithic Optimization Space for Neural Network Inference...18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
MonoNN compiles an entire static neural network into a monolithic kernel on a single GPU to slash CPU-to-GPU launch and off‑chip traffic, empirically…
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