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Ju Ren 0001
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Publications
- 2025
- [c82]Tuowei Wang, Xingyu Chen, Kun Li, Ting Cao, Ju Ren, Yaoxue Zhang:
JENGA: Enhancing LLM Long-Context Fine-tuning with Contextual Token Sparsity. USENIX ATC 2025: 123-141 - [i35]Tuowei Wang, Xingyu Chen, Kun Li, Ting Cao, Ju Ren, Yaoxue Zhang:
LeMo: Enabling LEss Token Involvement for MOre Context Fine-tuning. CoRR abs/2501.09767 (2025) - [i33]Fucheng Jia, Zewen Wu, Shiqi Jiang, Huiqiang Jiang, Qianxi Zhang, Yuqing Yang, Yunxin Liu, Ju Ren, Deyu Zhang, Ting Cao:
Scaling Up On-Device LLMs via Active-Weight Swapping Between DRAM and Flash. CoRR abs/2504.08378 (2025) - 2024
- [j128]Jinrui Zhang
, Huan Yang
, Ju Ren
, Deyu Zhang
, Bangwen He
, Youngki Lee
, Ting Cao
, Yuanchun Li
, Yaoxue Zhang
, Yunxin Liu
:
HiMoDepth: Efficient Training-Free High-Resolution On-Device Depth Perception. IEEE Trans. Mob. Comput. 23(5): 4648-4664 (2024) - [c79]Zixu Hao
, Huiqiang Jiang
, Shiqi Jiang
, Ju Ren
, Ting Cao
:
Hybrid SLM and LLM for Edge-Cloud Collaborative Inference. EdgeFM@MobiSys 2024: 36-41 - [c64]Fucheng Jia
, Shiqi Jiang
, Ting Cao
, Wei Cui
, Tianrui Xia
, Xu Cao
, Yuanchun Li
, Qipeng Wang
, Deyu Zhang
, Ju Ren
, Yunxin Liu
, Lili Qiu
, Mao Yang
:
Empowering In-Browser Deep Learning Inference on Edge Through Just-In-Time Kernel Optimization. MobiSys 2024: 438-450 - [c60]Tuowei Wang, Kun Li, Zixu Hao, Donglin Bai, Ju Ren, Yaoxue Zhang, Ting Cao, Mao Yang:
Long Exposure: Accelerating Parameter-Efficient Fine-Tuning for LLMs under Shadowy Sparsity. SC 2024: 75 - [i21]Tuowei Wang, Ruwen Fan, Minxing Huang, Zixu Hao, Kun Li, Ting Cao, Youyou Lu, Yaoxue Zhang, Ju Ren:
Ripple: Accelerating LLM Inference on Smartphones with Correlation-Aware Neuron Management. CoRR abs/2410.19274 (2024) - [i19]Tuowei Wang, Kun Li, Donglin Bai, Fusong Ju, Leo Xia, Ting Cao, Ju Ren, Yaoxue Zhang, Mao Yang:
Matryoshka: Optimization of Dynamic Diverse Quantum Chemistry Systems via Elastic Parallelism Transformation. CoRR abs/2412.13203 (2024) - 2023
- [i14]Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuanchun Li, Deyu Zhang, Ju Ren, Yunxin Liu, Lili Qiu, Mao Yang:
Accelerating In-Browser Deep Learning Inference on Diverse Edge Clients through Just-in-Time Kernel Optimizations. CoRR abs/2309.08978 (2023) - 2022
- [c38]Jinrui Zhang, Huan Yang
, Ju Ren, Deyu Zhang, Bangwen He, Ting Cao, Yuanchun Li, Yaoxue Zhang, Yunxin Liu:
MobiDepth: real-time depth estimation using on-device dual cameras. MobiCom 2022: 528-541 - [c37]Fucheng Jia, Deyu Zhang, Ting Cao, Shiqi Jiang, Yunxin Liu, Ju Ren, Yaoxue Zhang:
CoDL: efficient CPU-GPU co-execution for deep learning inference on mobile devices. MobiSys 2022: 209-221 - [c35]Ziyan Fu
, Ju Ren, Yunxin Liu, Ting Cao, Deyu Zhang, Yuezhi Zhou, Yaoxue Zhang:
Hyperion: A Generic and Distributed Mobile Offloading Framework on OpenCL. SenSys 2022: 607-621

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