Towards Real-Time Segmentation on the Edge. - Yanyu Li; Changdi Yang; Pu Zhao 001; Geng Yuan; Wei Niu 002; Jiexiong Guan; Hao Tang 005; Minghai Qin; Qing Jin; Bin Ren; Xue Lin 001; Yanzhi Wang (AAAI, 2023)

Pruning Parameterization with Bi-level Optimization for Efficient Semantic Segmentation on the Edge. - Changdi Yang; Pu Zhao 001; Yanyu Li; Wei Niu 002; Jiexiong Guan; Hao Tang 005; Minghai Qin; Bin Ren; Xue Lin 001; Yanzhi Wang (CVPR, 2023)

Late Breaking Results: Fast Fair Medical Applications? Hybrid Vision Models Achieve the Fairness on the Edge. - Changdi Yang; Yi Sheng; Peiyan Dong; Zhenglun Kong; Yanyu Li; Pinrui Yu; Lei Yang 018; Xue Lin 001 (DAC, 2023)

Fast and Fair Medical AI on the Edge Through Neural Architecture Search for Hybrid Vision Models. - Changdi Yang; Yi Sheng; Peiyan Dong; Zhenglun Kong; Yanyu Li; Pinrui Yu; Lei Yang 018; Xue Lin 001; Yanzhi Wang (ICCAD, 2023)

InstructGIE: Towards Generalizable Image Editing. - Zichong Meng; Changdi Yang; Jun Liu 075; Hao Tang 005; Pu Zhao 001; Yanzhi Wang (ECCV (88), 2024)

DiffClass: Diffusion-Based Class Incremental Learning. - Zichong Meng; Jie Zhang; Changdi Yang; Zheng Zhan 001; Pu Zhao 001; Yanzhi Wang (ECCV (87), 2024)

Rethinking Token Reduction for State Space Models. - Zheng Zhan 001; Yushu Wu; Zhenglun Kong; Changdi Yang; Yifan Gong 004; Xuan Shen; Xue Lin 001; Pu Zhao 001; Yanzhi Wang (EMNLP, 2024)

Fast and Memory-Efficient Video Diffusion Using Streamlined Inference. - Zheng Zhan 001; Yushu Wu; Yifan Gong 004; Zichong Meng; Zhenglun Kong; Changdi Yang; Geng Yuan; Pu Zhao 001; Wei Niu 002; Yanzhi Wang (NeurIPS, 2024)

EdgeQAT: Entropy and Distribution Guided Quantization-Aware Training for the Acceleration of Lightweight LLMs on the Edge. - Xuan Shen; Zhenglun Kong; Changdi Yang; Zhaoyang Han; Lei Lu; Peiyan Dong; Cheng Lyu; Chih-hsiang Li; Xuehang Guo; Zhihao Shu; Wei Niu 002; Miriam Leeser; et al. (CoRR, 2024)

Efficient Pruning of Large Language Model with Adaptive Estimation Fusion. - Jun Liu 075; Chao Wu 006; Changdi Yang; Hao Tang 005; Haoye Dong; Zhenglun Kong; Geng Yuan; Wei Niu 002; Dong Huang; Yanzhi Wang (CoRR, 2024)

Fully Open Source Moxin-7B Technical Report. - Pu Zhao 001; Xuan Shen; Zhenglun Kong; Yixin Shen; Sung-En Chang; Timothy Rupprecht; Lei Lu; Enfu Nan; Changdi Yang; Yumei He; Xingchen Xu; Yu Huang; et al. (CoRR, 2024)

Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment. - Jun Liu 075; Zhenglun Kong; Pu Zhao 001; Changdi Yang; Xuan Shen; Hao Tang 005; Geng Yuan; Wei Niu 002; Wenbin Zhang 002; Xue Lin 001; Dong Huang; Yanzhi Wang (AAAI, 2025)

QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge. - Xuan Shen; Weize Ma; Jing Liu 001; Changdi Yang; Rui Ding; Quanyi Wang; Henghui Ding; Wei Niu 002; Yanzhi Wang; Pu Zhao 001; Jun Lin; Jiuxiang Gu (CVPR, 2025)

Sparse Learning for State Space Models on Mobile. - Xuan Shen; Hangyu Zheng; Yifan Gong 004; Zhenglun Kong; Changdi Yang; Zheng Zhan 001; Yushu Wu; Xue Lin 001; Yanzhi Wang; Pu Zhao 001; Wei Niu 002 (ICLR, 2025)

RoRA: Efficient Fine-Tuning of LLM with Reliability Optimization for Rank Adaptation. - Jun Liu 075; Zhenglun Kong; Peiyan Dong; Changdi Yang; Xuan Shen; Pu Zhao 001; Hao Tang 005; Geng Yuan; Wei Niu 002; Wenbin Zhang 002; Xue Lin 001; Dong Huang; et al. (CoRR, 2025)

TSLA: A Task-Specific Learning Adaptation for Semantic Segmentation on Autonomous Vehicles Platform. - Jun Liu 075; Zhenglun Kong; Pu Zhao 001; Weihao Zeng; Hao Tang 005; Xuan Shen; Changdi Yang; Wenbin Zhang 002; Geng Yuan; Wei Niu 002; Xue Lin 001; Yanzhi Wang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)

Structured Agent Distillation for Large Language Model. - Jun Liu 075; Zhenglun Kong; Peiyan Dong; Changdi Yang; Tianqi Li; Hao Tang 005; Geng Yuan; Wei Niu 002; Wenbin Zhang 002; Pu Zhao 001; Xue Lin 001; Dong Huang; et al. (CoRR, 2025)

ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation. - Xiaomeng Yang; Lei Lu; Qihui Fan; Changdi Yang; Juyi Lin; Yanzhi Wang; Xuan Zhang; Shangqian Gao (CoRR, 2025)

RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory. - Jun Liu 075; Zhenglun Kong; Changdi Yang; Fan Yang; Tianqi Li; Peiyan Dong; Joannah Nanjekye; Hao Tang 005; Geng Yuan; Wei Niu 002; Wenbin Zhang 002; Pu Zhao 001; et al. (CoRR, 2025)