Mingzhi Dong

55 papers A* 10B 4C 1Journal 37Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
Dispelling the Curse of Singularities in Neural Network Optimizations.
CoRR
Hengjie Cao, Mengyi Chen, Yifeng Yang, Fang Dong, Ruijun Huang, Anrui Chen, Jixian Zhou, Mingzhi Dong, Yujiang Wang, Dongsheng Li, Wenyi Fang, Yuanyi Lin, Fan Wu, Li Shang
2026 J jnl
Multi-Head Attention as a Source of Catastrophic Forgetting in MoE Transformers.
CoRR
Anrui Chen, Ruijun Huang, Xin Zhang, Fang Dong, Hengjie Cao, Zhendong Huang, Yifeng Yang, Mengyi Chen, Jixian Zhou, Mingzhi Dong, Yujiang Wang, Jinlong Hou, Qin Lv, Robert P. Dick, Yuan Cheng, Tun Lu, Fan Yang, Li Shang
2026 J jnl
SD-MoE: Spectral Decomposition for Effective Expert Specialization.
CoRR
Ruijun Huang, Fang Dong, Xin Zhang, Hengjie Cao, Zhendong Huang, Anrui Chen, Jixian Zhou, Mengyi Chen, Yifeng Yang, Mingzhi Dong, Yujiang Wang, Jinlong Hou, Qin Lv, Robert P. Dick, Yuan Cheng, Fan Yang, Tun Lu, Chun Zhang, Li Shang
2026 J jnl
Spectra: Rethinking Optimizers for LLMs Under Spectral Anisotropy.
CoRR
Zhendong Huang, Hengjie Cao, Fang Dong, Ruijun Huang, Mengyi Chen, Yifeng Yang, Xin Zhang, Anrui Chen, Mingzhi Dong, Yujiang Wang, Jinlong Hou, Qin Lv, Robert P. Dick, Yuan Cheng, Fan Yang, Tun Lu, Li Shang
2026 J jnl
The Curse and Blessing of Mean Bias in FP4-Quantized LLM Training.
CoRR
Hengjie Cao, Zhendong Huang, Mengyi Chen, Yifeng Yang, Fanqi Yu, Ruijun Huang, Fang Dong, Xin Zhang, Jixian Zhou, Anrui Chen, Mingzhi Dong, Yujiang Wang, Jinlong Hou, Qin Lv, Yuan Cheng, Tun Lu, Fan Yang, Li Shang
2025 J jnl
ActiveEye: Enabling Continuous and Responsive Video Understanding for Smart Eyewear Systems.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Zhenyu Xu, Tianlin Lu, Yingying Zhao, Yujiang Wang, Mingzhi Dong, Yuhu Chang, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2025 J jnl
Denoising Reuse: Exploiting Inter-Frame Motion Consistency for Efficient Video Generation.
IEEE Trans. Circuits Syst. Video Technol.
Chenyu Wang, Shuo Yan, Yixuan Chen, Xianwei Wang, Yujiang Wang, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Rui Zhu, David A. Clifton, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang
2025 J jnl
Metis: Training LLMs with FP4 Quantization.
CoRR
Hengjie Cao, Mengyi Chen, Yifeng Yang, Ruijun Huang, Fang Dong, Jixian Zhou, Anrui Chen, Mingzhi Dong, Yujiang Wang, Jinlong Hou, Yuan Cheng, Fan Wu, Fan Yang, Tun Lu, Ning Gu, Li Shang
2025 A* conf
Oracle-MoE: Locality-preserving Routing in the Oracle Space for Memory-constrained Large Language Model Inference.
ICML
Jixian Zhou, Fang Dong, Ruijun Huang, Hengjie Cao, Mengyi Chen, Yifeng Yang, Anrui Chen, Mingzhi Dong, Yujiang Wang, Dongsheng Li, David A. Clifton, Qin Lv, Rui Zhu, Chun Zhang, Fan Yang, Tun Lu, Ning Gu, Li Shang
2024 J jnl
Can Large Language Models Be Good Companions?: An LLM-Based Eyewear System with Conversational Common Ground.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Zhenyu Xu, Hailin Xu, Zhouyang Lu, Yingying Zhao, Rui Zhu, Yujiang Wang, Mingzhi Dong, Yuhu Chang, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2024 J jnl
Denoising Reuse: Exploiting Inter-frame Motion Consistency for Efficient Video Latent Generation.
CoRR
Chenyu Wang, Shuo Yan, Yixuan Chen, Yujiang Wang, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang
2024 A* conf
Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge.
NeurIPS
Fang Dong, Mengyi Chen, Jixian Zhou, Yubin Shi, Yixuan Chen, Mingzhi Dong, Yujiang Wang, Dongsheng Li, Xiaochen Yang, Rui Zhu, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang
2024 J jnl
Toward Certified Robustness of Distance Metric Learning.
IEEE Trans. Neural Networks Learn. Syst.
Xiaochen Yang, Yiwen Guo, Mingzhi Dong, Jing-Hao Xue
2024 J jnl
Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models.
CoRR
Yubin Shi, Yixuan Chen, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Tun Lu, Ning Gu, Li Shang
2023 J jnl
CASES: A Cognition-Aware Smart Eyewear System for Understanding How People Read.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Xiangyao Qi, Qi Lu, Wentao Pan, Yingying Zhao, Rui Zhu, Mingzhi Dong, Yuhu Chang, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2023 J jnl
Can Large Language Models Be Good Companions? An LLM-Based Eyewear System with Conversational Common Ground.
CoRR
Zhenyu Xu, Hailin Xu, Zhouyang Lu, Yingying Zhao, Rui Zhu, Yujiang Wang, Mingzhi Dong, Yuhu Chang, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2023 J jnl
GraphPlanner: Floorplanning with Graph Neural Network.
ACM Trans. Design Autom. Electr. Syst.
Yiting Liu, Ziyi Ju, Zhengming Li, Mingzhi Dong, Hai Zhou, Jia Wang, Fan Yang, Xuan Zeng, Li Shang
2023 J jnl
Is dataset condensation a silver bullet for healthcare data sharing?
CoRR
Yujiang Wang, Anshul Thakur, Mingzhi Dong, Pingchuan Ma, Stavros Petridis, Li Shang, Tingting Zhu, David A. Clifton
2023 A* conf
Over-parameterized Model Optimization with Polyak-Łojasiewicz Condition.
ICLR
Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang
2023 J jnl
Self-Supervised Video-Centralised Transformer for Video Face Clustering.
IEEE Trans. Pattern Anal. Mach. Intell.
Yujiang Wang, Mingzhi Dong, Jie Shen, Yiming Luo, Yiming Lin, Pingchuan Ma, Stavros Petridis, Maja Pantic
2023 A* conf
Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models.
NeurIPS
Yubin Shi, Yixuan Chen, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Tun Lu, Ning Gu, Li Shang
2022 J jnl
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline.
IEEE Trans. Multim.
Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang
2022 J jnl
Do Smart Glasses Dream of Sentimental Visions? Deep Emotionship Analysis for Eyewear Devices.
CoRR
Yingying Zhao, Yuhu Chang, Yutian Lu, Yujiang Wang, Mingzhi Dong, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2022 J jnl
Do Smart Glasses Dream of Sentimental Visions?: Deep Emotionship Analysis for Eyewear Devices.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Yingying Zhao, Yuhu Chang, Yutian Lu, Yujiang Wang, Mingzhi Dong, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang
2022 A* conf
Floorplanning with graph attention.
DAC
Yiting Liu, Ziyi Ju, Zhengming Li, Mingzhi Dong, Hai Zhou, Jia Wang, Fan Yang, Xuan Zeng, Li Shang
2022 A* conf
Recursive Disentanglement Network.
ICLR
Yixuan Chen, Yubin Shi, Dongsheng Li, Yujiang Wang, Mingzhi Dong, Yingying Zhao, Robert P. Dick, Qin Lv, Fan Yang, Li Shang
2022 J jnl
Self-supervised Video-centralised Transformer for Video Face Clustering.
CoRR
Yujiang Wang, Mingzhi Dong, Jie Shen, Yiming Luo, Yiming Lin, Pingchuan Ma, Stavros Petridis, Maja Pantic
2022 J jnl
Unveiling Causal Attention in Dogs' Eyes with Smart Eyewear.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Yingying Zhao, Ning Li, Wentao Pan, Yujiang Wang, Mingzhi Dong, Sharon Xianghua Ding, Qin Lv, Robert P. Dick, Dongsheng Li, Fan Yang, Tun Lu, Ning Gu, Li Shang
2021 J jnl
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline.
CoRR
Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang
2021 J jnl
MemX: An Attention-Aware Smart Eyewear System for Personalized Moment Auto-capture.
CoRR
Yuhu Chang, Yingying Zhao, Mingzhi Dong, Yujiang Wang, Yutian Lu, Qin Lv, Robert P. Dick, Tun Lu, Ning Gu, Li Shang
2021 J jnl
MemX: An Attention-Aware Smart Eyewear System for Personalized Moment Auto-capture.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Yuhu Chang, Yingying Zhao, Mingzhi Dong, Yujiang Wang, Yutian Lu, Qin Lv, Robert P. Dick, Tun Lu, Ning Gu, Li Shang
2020 J jnl
Data-augmented matched subspace detector for hyperspectral subpixel target detection.
Pattern Recognit.
Xiaochen Yang, Mingzhi Dong, Ziyu Wang, Lianru Gao, Lefei Zhang, Jing-Hao Xue
2020 J jnl
Dilated Convolutions with Lateral Inhibitions for Semantic Image Segmentation.
CoRR
Yujiang Wang, Mingzhi Dong, Jie Shen, Yiming Lin, Maja Pantic
2020 A* conf
Dynamic Face Video Segmentation via Reinforcement Learning.
CVPR
Yujiang Wang, Mingzhi Dong, Jie Shen, Yang Wu, Shiyang Cheng, Maja Pantic
2020 A* conf
Generalization Bound of Gradient Descent for Non-Convex Metric Learning.
NeurIPS
Mingzhi Dong, Xiaochen Yang, Rui Zhu, Yujiang Wang, Jing-Hao Xue
2020 J jnl
Learning Local Metrics and Influential Regions for Classification.
IEEE Trans. Pattern Anal. Mach. Intell.
Mingzhi Dong, Yujiang Wang, Xiaochen Yang, Jing-Hao Xue
2020 — conf
Metric Learning for Categorical and Ambiguous Features: An Adversarial Method.
ECML/PKDD (2)
Xiaochen Yang, Mingzhi Dong, Yiwen Guo, Jing-Hao Xue
2020 J jnl
Towards Certified Robustness of Metric Learning.
CoRR
Xiaochen Yang, Yiwen Guo, Mingzhi Dong, Jing-Hao Xue
2019 J jnl
Dynamic Face Video Segmentation via Reinforcement Learning.
CoRR
Yujiang Wang, Jie Shen, Mingzhi Dong, Yang Wu, Shiyang Cheng, Maja Pantic
2019 J jnl
Learning distance to subspace for the nearest subspace methods in high-dimensional data classification.
Inf. Sci.
Rui Zhu, Mingzhi Dong, Jing-Hao Xue
2018 B conf
Dynamic Ensemble Active Learning: A Non-Stationary Bandit with Expert Advice.
ICPR
Kunkun Pang, Mingzhi Dong, Yang Wu, Timothy M. Hospedales
2018 J jnl
Dynamic Ensemble Active Learning: A Non-Stationary Bandit with Expert Advice.
CoRR
Kunkun Pang, Mingzhi Dong, Yang Wu, Timothy M. Hospedales
2018 J jnl
Learning Local Metrics and Influential Regions for Classification.
CoRR
Mingzhi Dong, Yujiang Wang, Xiaochen Yang, Jing-Hao Xue
2018 J jnl
Meta-Learning Transferable Active Learning Policies by Deep Reinforcement Learning.
CoRR
Kunkun Pang, Mingzhi Dong, Yang Wu, Timothy M. Hospedales
2018 J jnl
Metric Learning via Maximizing the Lipschitz Margin Ratio.
CoRR
Mingzhi Dong, Xiaochen Yang, Yang Wu, Jing-Hao Xue
2017 B conf
Transferring CNNS to multi-instance multi-label classification on small datasets.
ICIP
Mingzhi Dong, Kunkun Pang, Yang Wu, Jing-Hao Xue, Timothy M. Hospedales, Tsukasa Ogasawara
2015 J jnl
Spectral Nonlocal Restoration of Hyperspectral Images With Low-Rank Property.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Rui Zhu, Mingzhi Dong, Jing-Hao Xue
2014 J jnl
A high-performance training-free approach for hand gesture recognition with accelerometer.
Multim. Tools Appl.
Liang Yin, Mingzhi Dong, Ying Duan, Weihong Deng, Kaili Zhao, Jun Guo
2013 A* conf
A Maximum K-Min Approach for Classification.
AAAI
Mingzhi Dong, Liang Yin
2013 A* conf
A Maximum K-Min Approach for Classification.
AAAI
Mingzhi Dong, Liang Yin, Weihong Deng, Li Shang, Jun Guo, Honggang Zhang
2013 C conf
A multi-label classification approach for Facial Expression Recognition.
VCIP
Kaili Zhao, Honggang Zhang, Mingzhi Dong, Jun Guo, Yonggang Qi, Yi-Zhe Song
2012 — conf
A Computationally Efficient Algorithm for Building Statistical Color Models.
ICME Workshops
Mingzhi Dong, Liang Yin, Weihong Deng, Jun Guo, Weiran Xu
2012 B conf
A Linear Max K-min classifier.
ICPR
Mingzhi Dong, Liang Yin, Weihong Deng, Qiang Wang, Caixia Yuan, Jun Guo, Li Shang, Liwei Ma
2012 B conf
Integrative labeling based statistical color models with application to skin detection.
ICIP
Mingzhi Dong, Liang Yin, Jun Guo, Weihong Deng, Weiran Xu
2012 — conf
Statistical Color Model Based Adult Video Filter.
ICME Workshops
Liang Yin, Mingzhi Dong, Weihong Deng, Jun Guo, Bin Zhang