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cs.CL2025
ML-Triton, A Multi-Level Compilation and Language Extension to Triton GPU Programming
Dewei Wang, Wei Zhu, Liyang Ling +5
In the era of LLMs, dense operations such as GEMM and MHA are critical components. These operations are well-suited for parallel execution using a tilebased approach. While traditi…
cs.CL2025
PARA: Parameter-Efficient Fine-tuning with Prompt Aware Representation Adjustment
Zequan Liu, Yi Zhao, Ming Tan +2
In the realm of parameter-efficient fine-tuning (PEFT) methods, while options like LoRA are available, there is a persistent demand in the industry for a PEFT approach that excels…