作者位次 #3/5ICLR 2026Poster· Deep Learning / Robustness
TrainRef: Curating Data with Label Distribution and Minimal Reference for Accurate Prediction and Reliable Confidence
Murong Ma · Ruofan Liu · Yun Lin · Zhiyong Huang · Jin Song Dong
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Murong Ma · Ruofan Liu · Yun Lin · Zhiyong Huang · Jin Song Dong
Xing Ma · Yangjie Zhou · Wu Sun · Zihan Liu · Jingwen Leng · Yun Lin · Shixuan Sun · Minyi Guo · Jin Song Dong
Efficient CUDA implementations of attention mechanisms are critical to modern deep learning systems, yet supporting diverse and evolving attention variants remains challenging. Existing frameworks and compilers trade performance for flexibility, while expert-written kernels achieve high efficienc...
Zhaoyu Liu · Kan Jiang · Murong Ma · Zhe Hou · Yun Lin · Jin Song Dong
Ruofan Liu · Yun Lin · Zhiyong Huang · Jin Song Dong
Ruofan Liu · Yun Lin · Yuxin Wang · Xiwen Teoh · Zhenkai Liang · Gongshen Liu · Haojin Zhu · Jin Song Dong