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2020 – today
- 2026
[j5]Qihui Zhou
, Peiqi Yin, Xiao Yan, Changji Li, James Cheng:
SG-Serve: Efficient Model Serving for Subgraph-based Graph Representation Learning. Proc. ACM Manag. Data 4(1): 83:1-83:29 (2026)- [j4]Peiqi Yin, Xiao Yan, Qihui Zhou, Hui Li, Xiaolu Li, Meiling Wang, Lin Zhang, Xin Yao, James Cheng:
GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search. Proc. ACM Manag. Data 4(3): 192:1-192:29 (2026) - [c5]Qihui Zhou, Peiqi Yin, Pengfei Zuo, Chao Wang, James Cheng:
SparseServe: Unlocking Parallelism for Dynamic Sparse Attention in Long-Context LLM Serving. ICS 2026: 488-501 - [c4]Yuntao Gui, Peiqi Yin, Xiao Yan, Chaorui Zhang, Weixi Zhang, James Cheng:
PilotANN: Memory-Bounded GPU Acceleration for Vector Search. KDD (1) 2026: 348-358 - [c3]Peiqi Yin, Xiao Yan, Shiyuan Deng, Hui Li, Yifan Zhu, Xiangyu Zhi, Jingqi Mao, Ran Xu, Wenliang Zhang, James Cheng:
DistVS: Large-scale Vector Search with Compute-Memory Disaggregation. NSDI 2026: 449-467 - [i10]Peiqi Yin, Jiangyun Zhu, Han Gao, Chenguang Zheng, Yongxiang Huang, Taichang Zhou, Ruirui Yang, Weizhi Liu, Weiqing Chen, Canlin Guo, Didan Deng, Zifeng Mo, Cong Wang, James Cheng, Roger Wang, Hongsheng Liu:
vLLM-Omni: Fully Disaggregated Serving for Any-to-Any Multimodal Models. CoRR abs/2602.02204 (2026) - [i9]Lan Lu, Peiqi Yin, Isaac Yang, Tao Luo, Hua Fan, Wenchao Zhou, Feifei Li, Boon Thau Loo:
ScaleGANN: Accelerate Large-Scale ANN Indexing by Cost-effective Cloud GPUs. CoRR abs/2605.10135 (2026) - [i8]Xiangyu Zhi, Peiqi Yin, Sheng Guan, Chenguang Zheng, James Cheng, Xiao Yan:
LiveServe: Interaction-Aware Serving for Real-Time Omni-Modal LLMs. CoRR abs/2606.22983 (2026) - [i7]Ziqi Yin, Jianyang Gao, Peiqi Yin, Jiangneng Li, Gao Cong:
LiteTopK: Exploiting the Curse of Dimensionality for a Fused Indexer-TopK Kernel in Long-Context Sparse Attention. CoRR abs/2607.11976 (2026) - 2025
- [j3]Peiqi Yin, Qihui Zhou, Xiao Yan, Chao Wang, Eric Lo, Changji Li, Lan Lu, Hua Fan, Wenchao Zhou, Ming-Chang Yang, James Cheng:
CARINA: An Efficient CXL-Oriented Embedding Serving System for Recommendation Models. Proc. ACM Manag. Data 3(3): 137:1-137:29 (2025) - [i6]Qihui Zhou, Peiqi Yin, Pengfei Zuo, James Cheng:
Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving. CoRR abs/2503.00392 (2025) - [i5]Yuntao Gui, Peiqi Yin, Xiao Yan, Chaorui Zhang, Weixi Zhang, James Cheng:
PilotANN: Memory-Bounded GPU Acceleration for Vector Search. CoRR abs/2503.21206 (2025) - [i4]Peiqi Yin, Xiao Yan, Qihui Zhou, Hui Li, Xiaolu Li, Lin Zhang, Meiling Wang, Xin Yao, James Cheng:
Gorgeous: Revisiting the Data Layout for Disk-Resident High-Dimensional Vector Search. CoRR abs/2508.15290 (2025) - [i3]Qihui Zhou, Peiqi Yin, Pengfei Zuo, James Cheng:
SparseServe: Unlocking Parallelism for Dynamic Sparse Attention in Long-Context LLM Serving. CoRR abs/2509.24626 (2025) - 2024
- [j2]Chenguang Zheng, Guanxian Jiang, Xiao Yan, Peiqi Yin, Qihui Zhou, James Cheng:
GE2: A General and Efficient Knowledge Graph Embedding Learning System. Proc. ACM Manag. Data 2(3): 183 (2024) - [j1]Qihui Zhou, Peiqi Yin, Xiao Yan, Changji Li, Guanxian Jiang, James Cheng:
Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching. Proc. ACM Manag. Data 2(4): 193:1-193:29 (2024) - 2023
- [c2]Peiqi Yin, Xiao Yan, Jinjing Zhou, Qiang Fu, Zhenkun Cai, James Cheng, Bo Tang, Minjie Wang:
DGI: An Easy and Efficient Framework for GNN Model Evaluation. KDD 2023: 5439-5450 - [i2]Yuntao Gui, Xiao Yan, Peiqi Yin, Han Yang, James Cheng:
SPT: Fine-Tuning Transformer-based Language Models Efficiently with Sparsification. CoRR abs/2312.10365 (2023) - 2022
- [i1]Peiqi Yin, Xiao Yan, Jinjing Zhou, Qiang Fu, Zhenkun Cai, James Cheng, Bo Tang, Minjie Wang:
DGI: Easy and Efficient Inference for GNNs. CoRR abs/2211.15082 (2022) - 2021
- [c1]Yidi Wu, Yuntao Gui, Tatiana Jin, James Cheng, Xiao Yan, Peiqi Yin, Yufei Cai, Bo Tang, Fan Yu:
Vertex-Centric Visual Programming for Graph Neural Networks. SIGMOD Conference 2021: 2803-2807
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