@inproceedings{lu2026aware, title = {I/O-Aware PIM Acceleration for Long-Sequence LLM Inference with Hybrid Sparse Attention}, author = {Lu, Xiaoyang and Hu, Lihan and Huang, Hongrui and Jiang, Peng and Sun, Xian-He}, booktitle = {2026 IEEE International Parallel and Distributed Processing Symposium (IPDPS)}, pages = {445--457}, year = {2026}, organization = {IEEE} }