| 2025 | APWEB | Enhancing Merge-Based PLA | Lingyi Huang, Huanyu Zhao, Tongliang Li, Shiting Wen, Chaoyi Pang |
| 2025 | CVPR | TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model. | Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Chendi Li, Jinghua Yan, Yu Bai, Ponnuswamy Sadayappan, Xia Hu, Bo Yuan |
| 2025 | MICRO | Crane: Inter-Layer Scheduling Framework for DNN Inference and Training Co-Support on Tiled Architecture. | Yu Gong, Lingyi Huang, Haodong Chang, Rongjian Liang, Cheng Yang, Zhexiang Tang, Jiang Hu, Bo Yuan |
| 2024 | DAC | Invited: Algorithm and Hardware Co-Design for Energy-Efficient Neural SLAM. | Lingyi Huang, Cheng Yang, Yu Gong, Yang Sui, Xiao Zang, Anthony Goeckner, Qi Zhu, Bo Yuan |
| 2024 | EMNLP | MoE-I²: Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition. | Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Yuanlin Duan, Wenqi Jia, Miao Yin, Yu Cheng, Bo Yuan |
| 2024 | HPCA | MOPED: Efficient Motion Planning Engine with Flexible Dimension Support. | Lingyi Huang, Yu Gong, Yang Sui, Xiao Zang, Bo Yuan |
| 2023 | ICCAD | Invited Paper: In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar. | Yang Sui, Minning Zhu, Lingyi Huang, Chung-Tse Michael Wu, Bo Yuan |
| 2023 | IROS | DynGMP: Graph Neural Network-Based Motion Planning in Unpredictable Dynamic Environments. | Wenjin Zhang, Xiao Zang, Lingyi Huang, Yang Sui, Jingjin Yu, Yingying Chen, Bo Yuan |
| 2023 | ISCA | ETTE: Efficient Tensor-Train-based Computing Engine for Deep Neural Networks. | Yu Gong, Miao Yin, Lingyi Huang, Jinqi Xiao, Yang Sui, Chunhua Deng, Bo Yuan |
| 2022 | ACSSC | VLSI Hardware Architecture of Neural A* Path Planner. | Lingyi Huang, Xiao Zang, Yu Gong, Boyang Zhang, Bo Yuan |
| 2022 | ICCAD | Hardware Architecture of Graph Neural Network-Enabled Motion Planner (Invited Paper). | Lingyi Huang, Xiao Zang, Yu Gong, Bo Yuan |
| 2022 | IROS | Robot Motion Planning as Video Prediction: A Spatio-Temporal Neural Network-based Motion Planner. | Xiao Zang, Miao Yin, Lingyi Huang, Jingjin Yu, Saman A. Zonouz, Bo Yuan |
| 2021 | ACSSC | VLSI Hardware Architecture of Stochastic Low-rank Tensor Decomposition. | Lingyi Huang, Chunhua Deng, Shahana Ibrahim, Xiao Fu, Bo Yuan |
| 2021 | ICCAD | Algorithm and Hardware Co-design for Deep Learning-powered Channel Decoder: A Case Study. | Boyang Zhang, Yang Sui, Lingyi Huang, Siyu Liao, Chunhua Deng, Bo Yuan |