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Thanh Tuan Dao

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#artificial intelligence Preprint Sep 2026

DPS: Dual-Mode Precision LLM Serving with Semi-Unified Memory

Existing LLM serving systems virtualize and optimize KV-cache memory, but treat model-weight memory as fixed throughout execution. Recent work on multi-precision model representations challenges this design by allowing a single stored model to support both full-accuracy and lower-precision execution, making the effecti...

Xuan Truong Nguyen, Tien-Son Pham, Tuan-Duc Chu et al. · 0 citations
Preprint Sep 2026

PEAT: Pseudo-Error Assessment for GPU Kernel Validation in DNN Training

The applicability of PEAT is demonstrated by presenting the results and analysis using GPUs from the two most popular vendors, NVIDIA V100 and AMD MI250, on various AI models, from vision tasks to language models, for both pretraining and finetuning scenarios.

Xuan Truong Nguyen Department of Next Generation Semico Convergence, Open Sharing System, Seoul National University et al. · 0 citations

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