陈柳｜武汉工程大学｜学者主页

2026

Staying VIGILant: Mitigating Visual Laziness via Counterfactual Visual Alignment in MLLMs

Xi Xiao, Chen Liu, Chih-Ting Liao, Yunbei Zhang, Qizhen Lan, Yuxiang Wei, Lin Zhao, Janet Wang, Jianyang Gu, Muchao Ye, Tianyang Wang, Hao Xu

arXiv preprint

2026

What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States

Chen Liu, Ling Chen, Hanzhang Zhou, Xu Zhang, Quyu Kong, Panrong Tong, Wenhao Wang, Xin Yu, Steven Hoi, Yue Wang

arXiv preprint

2026

One Forward Beats Two: InnerZoom for Accurate and Efficient GUI Grounding

Chen Liu, Ling Chen, Hanzhang Zhou, Liangyu Chen, Chenglin Cai, Xin Yu, Steven Hoi, Yue Wang

arXiv preprint

2026

Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models

Xiaomin Yu, Yi Xin, Yuhui Zhang, Wenjie Zhang, Chonghan Liu, Hanzhen Zhao, Chen Liu, Xiaoxing Hu, Ziyue Qiao, Hao Tang, Xiaobin Hu, Chengwei Qin, Hui Xiong, Yu Qiao, Shuicheng Yan

arXiv preprint

2026

PDA: Text-Augmented Defense Framework for Robust Vision-Language Models against Adversarial Image Attacks

Jingning Xu, Haochen Luo, Chen Liu

arXiv preprint

2026

Don't Act Blindly: Robust GUI Automation via Action-Effect Verification and Self-Correction

Yuzhe Zhang, Xianwei Xue, Xingyong Wu, Mengke Chen, Chen Liu, Xinran He, Run Shao, Feiran Liu, Huanmin Xu, Qiutong Pan, Haiwei Wang

arXiv preprint

2026

HomeFlow: A Data Flywheel for Smart Home Agent Training with Verifiable Simulation

Yi Gu, Huacan Wang, Shuo Zhang, Yuqing Hou, Lei Xue, Weipeng Ming, Chen Liu, Fangzhou Yu, Kuan Li, Ronghao Chen, Sen Hu, Xiaofeng Mou, Yi Xu

arXiv preprint

2026

OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use

Hanzhang Zhou, Long Li, Quyu Kong, Lei Wang, Panrong Tong, Long Chen, Tianyu Xia, Gongjie Zhang, Xu Zhang, Chen Liu, Jianan Zhang, Chenglin Cai, Zhengwen Zeng, Steven Hoi, Yue Wang

arXiv preprint

2025

SASG-DA: Sparse-Aware Semantic-Guided Diffusion Augmentation For Myoelectric Gesture Recognition

Chen Liu, Can Han, Weishi Xu, Yaqi Wang, Dahong Qian

arXiv preprint

DOI

2025

7ABAW-Compound Expression Recognition via Curriculum Learning

Chen Liu, Feng Qiu, Wei Zhang, Lincheng Li, Dadong Wang, Xin Yu

arXiv preprint

2025

Elytra: A Flexible Framework for Securing Large Vision Systems

Richard E. Neddo, Emmanuel Atindama, Zander W. Blasingame, Chen Liu

arXiv preprint

2025

Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics

Chen Liu, Liying Yang, Peike Li, Dadong Wang, Lincheng Li, Xin Yu

arXiv preprint

2025

Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment

Chen Liu, Peike Li, Liying Yang, Dadong Wang, Lincheng Li, Xin Yu

arXiv preprint

2025

Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers

Zander W. Blasingame, Chen Liu

arXiv preprint

2025

Greed is Good: A Unifying Perspective on Guided Generation

Zander W. Blasingame, Chen Liu

arXiv preprint

2025

MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments

Quyu Kong, Xu Zhang, Zhenyu Yang, Nolan Gao, Chen Liu, Panrong Tong, Chenglin Cai, Hanzhang Zhou, Jianan Zhang, Liangyu Chen, Zhidan Liu, Steven Hoi, Yue Wang

arXiv preprint

2025

UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning

Liangyu Chen, Hanzhang Zhou, Chenglin Cai, Jianan Zhang, Panrong Tong, Quyu Kong, Xu Zhang, Chen Liu, Yuqi Liu, Wenxuan Wang, Yue Wang, Qin Jin, Steven Hoi

arXiv preprint

2025

MAI-UI Technical Report: Real-World Centric Foundation GUI Agents

Hanzhang Zhou, Xu Zhang, Panrong Tong, Jianan Zhang, Liangyu Chen, Quyu Kong, Chenglin Cai, Chen Liu, Yue Wang, Jingren Zhou, Steven Hoi

arXiv preprint

2024

The Impact of Print-Scanning in Heterogeneous Morph Evaluation Scenarios

Richard E. Neddo, Zander W. Blasingame, Chen Liu

arXiv preprint

DOI

2024

Towards Open-Set Myoelectric Gesture Recognition via Dual-Perspective Inconsistency Learning

Chen Liu, Can Han, Chengfeng Zhou, Crystal Cai, Dahong Qian

arXiv preprint

2024

Greedy-DiM: Greedy Algorithms for Unreasonably Effective Face Morphs

Zander W. Blasingame, Chen Liu

arXiv preprint

DOI

2024

Affective Behaviour Analysis via Progressive Learning

Chen Liu, Wei Zhang, Feng Qiu, Lincheng Li, Xin Yu

arXiv preprint

2024

AdjointDEIS: Efficient Gradients for Diffusion Models

Zander W. Blasingame, Chen Liu

arXiv preprint

2024

FreeAvatar: Robust 3D Facial Animation Transfer by Learning an Expression Foundation Model

Feng Qiu, Wei Zhang, Chen Liu, Rudong An, Lincheng Li, Yu Ding, Changjie Fan, Zhipeng Hu, Xin Yu

arXiv preprint

DOI

2024

Controlling the Fidelity and Diversity of Deep Generative Models via Pseudo Density

Shuangqi Li, Chen Liu, Tong Zhang, Hieu Le, Sabine Süsstrunk, Mathieu Salzmann

arXiv preprint

2024

A Spatial-Spectral and Temporal Dual Prototype Network for Motor Imagery Brain-Computer Interface

Can Han, Chen Liu, Yaqi Wang, Crystal Cai, Jun Wang, Dahong Qian

arXiv preprint

2024

Sparse-PGD: A Unified Framework for Sparse Adversarial Perturbations Generation

Xuyang Zhong, Chen Liu

arXiv preprint

2023

Towards Open-set Gesture Recognition via Feature Activation Enhancement and Orthogonal Prototype Learning

Chen Liu, Can Han, Chengfeng Zhou, Crystal Cai, Suncheng Xiang, Hualiang Ni, Dahong Qian

arXiv preprint

2023

BAVS: Bootstrapping Audio-Visual Segmentation by Integrating Foundation Knowledge

Chen Liu, Peike Li, Hu Zhang, Lincheng Li, Zi Huang, Dadong Wang, Xin Yu

arXiv preprint

2023

Leveraging Diffusion For Strong and High Quality Face Morphing Attacks

Zander W. Blasingame, Chen Liu

arXiv preprint

DOI

2023

Audio-Visual Segmentation by Exploring Cross-Modal Mutual Semantics

Chen Liu, Peike Li, Xingqun Qi, Hu Zhang, Lincheng Li, Dadong Wang, Xin Yu

arXiv preprint

2023

Fast-DiM: Towards Fast Diffusion Morphs

Zander W. Blasingame, Chen Liu

arXiv preprint

DOI

2023

EmotionGesture: Audio-Driven Diverse Emotional Co-Speech 3D Gesture Generation

Xingqun Qi, Chen Liu, Lincheng Li, Jie Hou, Haoran Xin, Xin Yu

arXiv preprint

2023

Diverse 3D Hand Gesture Prediction from Body Dynamics by Bilateral Hand Disentanglement

Xingqun Qi, Chen Liu, Muyi Sun, Lincheng Li, Changjie Fan, Xin Yu

arXiv preprint

2023

When 3D Bounding-Box Meets SAM: Point Cloud Instance Segmentation with Weak-and-Noisy Supervision

Qingtao Yu, Heming Du, Chen Liu, Xin Yu

arXiv preprint

2023

Towards Mitigating Architecture Overfitting on Distilled Datasets

Xuyang Zhong, Chen Liu

arXiv preprint

2022

PatchMix Augmentation to Identify Causal Features in Few-shot Learning

Chengming Xu, Chen Liu, Xinwei Sun, Siqian Yang, Yabiao Wang, Chengjie Wang, Yanwei Fu

arXiv preprint

2022

Robust Binary Models by Pruning Randomly-initialized Networks

Chen Liu, Ziqi Zhao, Sabine Süsstrunk, Mathieu Salzmann

arXiv preprint

2022

Fast Adversarial Training with Adaptive Step Size

Zhichao Huang, Yanbo Fan, Chen Liu, Weizhong Zhang, Yong Zhang, Mathieu Salzmann, Sabine Süsstrunk, Jue Wang

arXiv preprint

2022

Evidence-based Match-status-Aware Gait Recognition for Out-of-Gallery Gait Identification

Heming Du, Chen Liu, Ming Wang, Lincheng Li, Shunli Zhang, Xin Yu

arXiv preprint

2021

Learning Dynamic Alignment via Meta-filter for Few-shot Learning

Chengming Xu, Chen Liu, Li Zhang, Chengjie Wang, Jilin Li, Feiyue Huang, Xiangyang Xue, Yanwei Fu

arXiv preprint

2021

On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training

Chen Liu, Zhichao Huang, Mathieu Salzmann, Tong Zhang, Sabine Süsstrunk

arXiv preprint

2020

Instance Credibility Inference for Few-Shot Learning

Yikai Wang, Chengming Xu, Chen Liu, Li Zhang, Yanwei Fu

arXiv preprint

2020

On the Loss Landscape of Adversarial Training: Identifying Challenges and How to Overcome Them

Chen Liu, Mathieu Salzmann, Tao Lin, Ryota Tomioka, Sabine Süsstrunk

arXiv preprint

2019

Training Provably Robust Models by Polyhedral Envelope Regularization

Chen Liu, Mathieu Salzmann, Sabine Süsstrunk

arXiv preprint

2019

On Certifying Non-uniform Bound against Adversarial Attacks

Chen Liu, Ryota Tomioka, Volkan Cevher

arXiv preprint

2018

Finding Mixed Nash Equilibria of Generative Adversarial Networks

Ya-Ping Hsieh, Chen Liu, Volkan Cevher

arXiv preprint

精选作品

期刊论文

OPTIMIZE WAV2VEC2S ARCHITECTURE FOR SMALL TRAINING SET THROUGH ANALYZING ITS PRE-TRAINED MODELS ATTENTION PATTERN

基于Dip-dist算法的区域合并图像分割

Improving ASR Systems for Children with Autism and Language Impairment Using Domain-Focused DNN Transfer Techniques

预印本

Staying VIGILant: Mitigating Visual Laziness via Counterfactual Visual Alignment in MLLMs

What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States

One Forward Beats Two: InnerZoom for Accurate and Efficient GUI Grounding

Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models

PDA: Text-Augmented Defense Framework for Robust Vision-Language Models against Adversarial Image Attacks

Don't Act Blindly: Robust GUI Automation via Action-Effect Verification and Self-Correction

HomeFlow: A Data Flywheel for Smart Home Agent Training with Verifiable Simulation

OpenGCUA: Toward a Fully Open Stack for Generalist Computer Use

SASG-DA: Sparse-Aware Semantic-Guided Diffusion Augmentation For Myoelectric Gesture Recognition

7ABAW-Compound Expression Recognition via Curriculum Learning

Elytra: A Flexible Framework for Securing Large Vision Systems

Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics

Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment

Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers

Greed is Good: A Unifying Perspective on Guided Generation

MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments

UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning

MAI-UI Technical Report: Real-World Centric Foundation GUI Agents

The Impact of Print-Scanning in Heterogeneous Morph Evaluation Scenarios

Towards Open-Set Myoelectric Gesture Recognition via Dual-Perspective Inconsistency Learning

Greedy-DiM: Greedy Algorithms for Unreasonably Effective Face Morphs

Affective Behaviour Analysis via Progressive Learning

AdjointDEIS: Efficient Gradients for Diffusion Models

FreeAvatar: Robust 3D Facial Animation Transfer by Learning an Expression Foundation Model

Controlling the Fidelity and Diversity of Deep Generative Models via Pseudo Density

A Spatial-Spectral and Temporal Dual Prototype Network for Motor Imagery Brain-Computer Interface

Sparse-PGD: A Unified Framework for Sparse Adversarial Perturbations Generation

Towards Open-set Gesture Recognition via Feature Activation Enhancement and Orthogonal Prototype Learning

BAVS: Bootstrapping Audio-Visual Segmentation by Integrating Foundation Knowledge

Leveraging Diffusion For Strong and High Quality Face Morphing Attacks

Audio-Visual Segmentation by Exploring Cross-Modal Mutual Semantics

Fast-DiM: Towards Fast Diffusion Morphs

EmotionGesture: Audio-Driven Diverse Emotional Co-Speech 3D Gesture Generation

Diverse 3D Hand Gesture Prediction from Body Dynamics by Bilateral Hand Disentanglement

When 3D Bounding-Box Meets SAM: Point Cloud Instance Segmentation with Weak-and-Noisy Supervision

Towards Mitigating Architecture Overfitting on Distilled Datasets

PatchMix Augmentation to Identify Causal Features in Few-shot Learning

Robust Binary Models by Pruning Randomly-initialized Networks

Fast Adversarial Training with Adaptive Step Size

Evidence-based Match-status-Aware Gait Recognition for Out-of-Gallery Gait Identification

Learning Dynamic Alignment via Meta-filter for Few-shot Learning

On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training

Instance Credibility Inference for Few-Shot Learning

On the Loss Landscape of Adversarial Training: Identifying Challenges and How to Overcome Them

Training Provably Robust Models by Polyhedral Envelope Regularization

On Certifying Non-uniform Bound against Adversarial Attacks

Finding Mixed Nash Equilibria of Generative Adversarial Networks

研究方向