Lingyi Huang

According to our database, Lingyi Huang authored at least 24 papers between 2008 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

ATA: Bridging Implicit Reasoning with Attention-Guided and Action-Guided Inference for Vision-Language Action Models.

Cheng Yang, Jianhao Jiao, Lingyi Huang, Jinqi Xiao, Zhexiang Tang, Yu Gong, Yibiao Ying, Yang Sui, Jintian Lin, Wen Huang, Bo Yuan

CoRR, March, 2026

2025

EcoSpa: Efficient Transformer Training with Coupled Sparsity.

Jinqi Xiao, Cheng Luo, Lingyi Huang, Cheng Yang, Yang Sui, Huy Phan, Xiao Zang, Yibiao Ying, Zhexiang Tang, Anima Anandkumar, Bo Yuan

CoRR, November, 2025

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

Proceedings of the 58th IEEE/ACM International Symposium on Microarchitecture, 2025

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

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

Enhancing Merge-Based PLA_∞ Compression Under Higher Requirement for Data Precision.

Lingyi Huang, Huanyu Zhao, Tongliang Li, Shiting Wen, Chaoyi Pang

Proceedings of the Web and Big Data - 9th International Joint Conference, 2025

2024

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

CoRR, 2024

MOPED: Efficient Motion Planning Engine with Flexible Dimension Support.

Lingyi Huang, Yu Gong, Yang Sui, Xiao Zang, Bo Yuan

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2024

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

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2024, 2024

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

Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024

2023

Lightweight design and realisation of autonomously balancing bicycles based on additive manufacturing technology.

Yizhi Wang, Yimeng Zhang, Bing Wang, Zhong Yang, Xingliu Hu, Lingyi Huang, Yang Zhang

Int. J. Comput. Appl. Technol., 2023

In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar.

Yang Sui, Minning Zhu, Lingyi Huang, Chung-Tse Michael Wu, Bo Yuan

CoRR, 2023

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

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

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

IROS, 2023

Invited Paper: In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar.

Yang Sui, Minning Zhu, Lingyi Huang, Chung-Tse Michael Wu, Bo Yuan

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

2022

Algorithm and Hardware Co-Design of Energy-Efficient LSTM Networks for Video Recognition With Hierarchical Tucker Tensor Decomposition.

Yu Gong, Miao Yin, Lingyi Huang, Chunhua Deng, Bo Yuan

IEEE Trans. Computers, 2022

A novel fingerprint recognition method based on a Siamese neural network.

Zihao Li, Yizhi Wang, Zhong Yang, Xiaomin Tian, Lixin Zhai, Xiao Wu, Jianpeng Yu, Shanshan Gu, Lingyi Huang, Yang Zhang

J. Intell. Syst., 2022

Algorithm and Hardware Co-Design of Energy-Efficient LSTM Networks for Video Recognition with Hierarchical Tucker Tensor Decomposition.

Yu Gong, Miao Yin, Lingyi Huang, Chunhua Deng, Yang Sui, Bo Yuan

CoRR, 2022

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

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2022

Hardware Architecture of Graph Neural Network-Enabled Motion Planner (Invited Paper).

Lingyi Huang, Xiao Zang, Yu Gong, Bo Yuan

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

IMG-SMP: Algorithm and Hardware Co-Design for Real-time Energy-efficient Neural Motion Planning.

Lingyi Huang, Xiao Zang, Yu Gong, Chunhua Deng, Jingang Yi, Bo Yuan

Proceedings of the GLSVLSI '22: Great Lakes Symposium on VLSI 2022, Irvine CA USA, June 6, 2022

VLSI Hardware Architecture of Neural A* Path Planner.

Lingyi Huang, Xiao Zang, Yu Gong, Boyang Zhang, Bo Yuan

Proceedings of the 56th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2022, Pacific Grove, CA, USA, October 31, 2022

2021

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

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

VLSI Hardware Architecture of Stochastic Low-rank Tensor Decomposition.

Lingyi Huang, Chunhua Deng, Shahana Ibrahim, Xiao Fu, Bo Yuan

Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2008

A High Speed CMOS Transmitter and Rail-to-Rail Receiver.

Feng Zhang, Zongren Yang, Wei Feng, Hao Cui, Lingyi Huang, Weiwu Hu

Proceedings of the 4th IEEE International Symposium on Electronic Design, 2008