| 2026 | AAAI | Double Rounding: Nearly Lossless Adaptive Bit Switching for QAT. | Haiduo Huang, Zhenhua Liu, Tian Xia, Pengju Ren |
| 2026 | AAAI | PartialNet: Compute Less, Perform Better. | Haiduo Huang, Tian Xia, Wenzhe Zhao, Pengju Ren |
| 2026 | ACL | MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation. | Jin Cui, Jiaqi Guo, Jiepeng Zhou, Ruixuan Yang, Jiayi Lu, Jiajun Xu, Jiangcheng Song, Boran Zhao, Pengju Ren |
| 2026 | ACL | Jakiro: Boosting Speculative Decoding via Decoupled MoE. | Haiduo Huang, Fuwei Yang, Zhenhua Liu, Pengju Ren |
| 2026 | ASPDAC | MoEA: A Mixed-Precision Edge Accelerator for CNN-MSA Models with Fine-Tuning Support. | Qiwei Dang, Chengyu Ma, Zhiwang Huo, Guoming Yang, Tian Xia, Wenzhe Zhao, Pengju Ren |
| 2026 | EuroPar | RWIP: Region-Level Write-Intensity Prediction for GPU L2 Cache Based on Hybrid-Retention STT-MRAM. | Yujie Pu, Chen Zhao, Jianfeng An, Wenzhe Zhao, Pengju Ren |
| 2025 | ISCA | Magellan: A High-Performance Loop-Guided Prefetcher for Indirect Memory Access. | Gelin Fu, Tian Xia, Mingzhuo Yin, Prashant J. Nair, Mieszko Lis, Pengju Ren |
| 2025 | ICRA | Rapid Dynamic Obstacle Avoidance for UAVs Enhanced by DVS and Neuromorphic Computing. | Siyang Wang, Sheng Yu, Tingbang Liang, Yilin Shi, Yongqiang Ma, Pengju Ren |
| 2024 | HPCA | Differential-Matching Prefetcher for Indirect Memory Access. | Gelin Fu, Tian Xia, Zhongpei Luo, Ruiyang Chen, Wenzhe Zhao, Pengju Ren |
| 2024 | ICRA | Towards Optimal Lane-changing Coordination of CAVs in Multi-lane Mixed Traffic Scenarios. | Yan Ding, Yijun Mao, Chongshan Jiao, Pengju Ren |
| 2023 | ICCD | PrSpMV: An Efficient Predictable Kernel for SpMV. | Gelin Fu, Tian Xia, Shaoru Qu, Zhongpei Luo, Shuyu Li, Pengyu Cheng, Runfan Guo, Yitong Ding, Pengju Ren |
| 2023 | ICIP | TAQ: Top-K Attention-Aware Quantization for Vision Transformers. | Lili Shi, Haiduo Huang, Bowei Song, Meng Tan, Wenzhe Zhao, Tian Xia, Pengju Ren |
| 2022 | ECCV | AdaBin: Improving Binary Neural Networks with Adaptive Binary Sets. | Zhijun Tu, Xinghao Chen, Pengju Ren, Yunhe Wang |
| 2021 | DAC | SpV8: Pursuing Optimal Vectorization and Regular Computation Pattern in SpMV. | Chenyang Li, Tian Xia, Wenzhe Zhao, Nanning Zheng, Pengju Ren |
| 2021 | IJCNN | CAQ: Context-Aware Quantization via Reinforcement Learning. | Zhijun Tu, Jian Ma, Tian Xia, Wenzhe Zhao, Pengju Ren, Nanning Zheng |
| 2021 | IJCNN | Joint Critics Mechanism: A Universal Framework for Multi-targets Visual Navigation. | Youzhuo Wang, Wenzhe Zhao, Tian Xia, Nanning Zheng, Pengju Ren |
| 2021 | IJCNN | A Lightweight sequence-based Unsupervised Loop Closure Detection. | Fan Xiong, Yan Ding, Mingrui Yu, Wenzhe Zhao, Nanning Zheng, Pengju Ren |
| 2020 | CVPR | CentripetalNet: Pursuing High-Quality Keypoint Pairs for Object Detection. | Zhiwei Dong, Guoxuan Li, Yue Liao, Fei Wang, Pengju Ren, Chen Qian |
| 2020 | ICCD | Exploring Better Speculation and Data Locality in Sparse Matrix-Vector Multiplication on Intel Xeon. | Haoran Zhao, Tian Xia, Chenyang Li, Wenzhe Zhao, Nanning Zheng, Pengju Ren |
| 2018 | IJCNN | Spiking Locality-Sensitive Hash: Spiking Computation with Phase Encoding Method. | Ziru Wang, Yongqiang Ma, Zhiwei Dong, Nanning Zheng, Pengju Ren |
| 2016 | ISCAS | A reconfigurable parallel FPGA accelerator for the adapt-then-combine diffusion LMS algorithm. | Qihang Yu, Yongqiang Ma, Badong Chen, Jos Carlos Prncipe, Nanning Zheng, Pengju Ren |
| 2015 | ASPDAC | A 128-way FPGA platform for the acceleration of KLMS algorithm. | Xiaowei Ren, Qihang Yu, Badong Chen, Nanning Zheng, Pengju Ren |
| 2015 | ASPDAC | A real-time permutation entropy computation for EEG signals. | Xiaowei Ren, Qihang Yu, Badong Chen, Nanning Zheng, Pengju Ren |
| 2015 | ASPDAC | A high efficient hardware architecture for multiview 3DTV. | Jiang Yu, Geng Liu, Xin Zhang, Pengju Ren |
| 2014 | DAC | Fault-tolerant Routing for On-chip Network Without Using Virtual Channels. | Pengju Ren, Qingxin Meng, Xiaowei Ren, Nanning Zheng |
| 2014 | IJCNN | Hardware implementation of KLMS algorithm using FPGA. | Xiaowei Ren, Pengju Ren, Badong Chen, Tai Min, Nanning Zheng |
| 2011 | ISPASS | Scalable, accurate multicore simulation in the 1000-core era. | Mieszko Lis, Pengju Ren, Myong Hyon Cho, Keun Sup Shim, Christopher W. Fletcher, Omer Khan, Srinivas Devadas |