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cs.LG2026
HiFA4: Training-Free 4-bit FlashAttention on Ascend HIF4 NPUs for LLM Inference
Hui Dong, Yanzhao Li, Jie Gao +5
We present HiFA4, a post-training operator-level design that executes both QK^T and PV in FlashAttention as 4-bit HIF4 Cube GEMMs for LLM inference on Ascend NPUs, while maintainin…
cs.LG2025
Rethinking Inductive Bias in Geographically Neural Network Weighted Regression
Zhenyuan Chen
Inductive bias is a key factor in spatial regression models, determining how well a model can learn from limited data and capture spatial patterns. This work revisits the inductive…