马辉｜三峡大学｜学者主页

2026

Multimodal Spatiotemporal-Frequency Fusion with Peak Enhancement for Cellular Traffic Forecasting

Qingzhong Li, Yue Hu, Hui Ma, Yajun Zhang, Xinjun Pei, Ming Yan, Fei Xing

arXiv preprint

2026

AsynDBT: Asynchronous Distributed Bilevel Tuning for efficient In-Context Learning with Large Language Models

Hui Ma, Shaoyu Dou, Ya Liu, Fei Xing, Li Feng, Feng Pi

arXiv preprint

2026

GraFSTNet: Graph-based Frequency SpatioTemporal Network for Cellular Traffic Prediction

Ziyi Li, Hui Ma, Fei Xing, Chunjiong Zhang, Ming Yan

arXiv preprint

2026

DSTFView: Multi-View Cloud-Edge Workload Forecasting with Dual-Input Spatio-Temporal-Frequency Modeling

Qingzhong Li, Hui Ma, Yajun Zhang, Qingchang Ma, Zhou Long

arXiv preprint

2026

Sim-MSTNet: sim2real based Multi-task SpatioTemporal Network Traffic Forecasting

Hui Ma, Qingzhong Li, Jin Wang, Jie Wu, Shaoyu Dou, Li Feng, Xinjun Pei

arXiv preprint

2026

An Adaptive Differentially Private Federated Learning Framework

Jin Wang, Hui Ma, Yajun Zhang, Xinjun Pei, Ming Yan, Fei Xing, Yikun Chen

arXiv preprint

2026

FTimeXer: Frequency-aware Time-series Transformer with Exogenous variables for Robust Carbon Footprint Forecasting

Qingzhong Li, Yue Hu, Zhou Long, Qingchang Ma, Hui Ma, Jinhai Sa

arXiv preprint

2026

Scene-Conditioned Relation Routing for urban cellular activity forecasting

Qingzhong Li, Jingye Lin, Hui Ma, Yajun Zhang, Xinjun Pei, Ming Yan, Fei Xing

arXiv preprint

2026

SVC 2026: the Second Multimodal Deception Detection Challenge and the First Domain Generalized Remote Physiological Measurement Challenge

Dongliang Zhu, Zhiyi Niu, Bo Zhao, Jiajian Huang, Shuo Ye, Xun Lin, Hui Ma, Taorui Wang, Jiayu Zhang, Chunmei Zhu, Junzhe Cao, Yingjie Ma, Rencheng Song, Albert Clapés, Sergio Escalera, Dan Guo, Zitong Yu

arXiv preprint

2026

AULLM++: Structured-Token-Conditioned Large Language Models for Micro-Expression Action Unit Detection

Zhishu Liu, Kaishen Yuan, Bo Zhao, Hui Ma, Zitong Yu

arXiv preprint

2026

DeceptionX: From Multimodal Evidence to Explainable Deception Detection

Jiayu Zhang, Shuo Ye, Jiajian Huang, Yawen Cui, Taorui Wang, Wei Xia, Zeheng Wang, Haowen Tang, Yelin Wang, Hui Ma, Zitong Yu

arXiv preprint

2026

WebUncertainty: Dual-Level Uncertainty Driven Planning and Reasoning For Autonomous Web Agent

Lingfeng Zhang, Yongan Sun, Jinpeng Hu, Hui Ma, Yang Ying, Kuien Liu, Zenglin Shi, Meng Wang

arXiv preprint

2026

Complementarity-Supervised Spectral-Band Routing for Multimodal Emotion Recognition

Zhexian Huang, Bo Zhao, Hui Ma, Zhishu Liu, Jie Zhang, Ruixin Zhang, Shouhong Ding, Zitong Yu

arXiv preprint

2026

Don' t Box Me In: Dynamic Cultural Adaptation and Cognitive Tracking for Social Understanding

Chongyuan Dai, Yaling Shen, Shengeng Tang, Hui Ma, Jinpeng Hu

arXiv preprint

2026

Deft Scheduling of Dynamic Cloud Workflows with Varying Deadlines via Mixture-of-Experts

Ya Shen, Gang Chen, Hui Ma, Mengjie Zhang

arXiv preprint

2026

AffectAgent: Collaborative Multi-Agent Reasoning for Retrieval-Augmented Multimodal Emotion Recognition

Zeheng Wang, Zitong Yu, Yijie Zhu, Bo Zhao, Haochen Liang, Taorui Wang, Wei Xia, Jiayu Zhang, Zhishu Liu, Hui Ma, Fei Ma, Qi Tian

arXiv preprint

2026

Navigating the Emotion Tree: Hierarchical Hyperbolic RAG for Multimodal Emotion Recognition

Zeheng Wang, Bo Zhao, Yijie Zhu, Zhishu Liu, Hui Ma, Ruixin Zhang, Shouhong Ding, Qianyu Xie, Zitong Yu

arXiv preprint

2026

UniShield: Unified Face Attack Detection via KG-Informed Multimodal Reasoning

Hongrui Li, Yichen Shi, Hongyang Wang, Yuhao Gao, Hui Ma, Jun Feng, Zitong Yu

arXiv preprint

2026

Learning to Use Imagination: Progress-Conditioned Future Utilization for World Action Models

Yijie Zhu, Zitong Yu, Wei Li, Hui Ma, Wen Li, Rui Shao, Liqiang Nie

arXiv preprint

2026

PointCSP: Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point Cloud Learning

Xinxing Yu, Ajian Liu, Sunyuan Qiang, Hui Ma, Liying Yang, Yuzhong Wang, Zhi Rao, Yanyan Liang

arXiv preprint

2026

PhysAgent: A Multi-Agent Framework for Reliable Remote Heart Rate Estimation

Yehui Yang, Bo Zhao, Junzhe Cao, Hui Ma, Yue Sun, Wenjin Wang, Zitong Yu

arXiv preprint

2026

PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification

Xinxing Yu, Liying Yang, Hao Mo, Hui Ma, Fang Kai, Ajian Liu, Yanyan Liang

arXiv preprint

2026

Marrying Optimal Transport and ODEs for Unified Continuous-Time 4D Reconstruction and Tracking

Liying Yang, Hao Mo, Jialun Liu, Chen Liu, Xinxing Yu, Chenhao Guan, Hui Ma, Xiao Cao, Ajian Liu, Yanyan Liang

arXiv preprint

2026

StrLoRA: Towards Streaming Continual Visual Instruction Tuning for MLLMs

Chang Che, Ziqi Wang, Hui Ma, Cheems Wang, Zenglin Shi

arXiv preprint

2026

StegaFFD: Privacy-Preserving Face Forgery Detection via Fine-Grained Steganographic Domain Lifting

Guoqing Ma, Xun Lin, Hui Ma, Ajian Liu, Yizhong Liu, Wenzhong Tang, Shan Yu, Chenqi Kong, Yi Yu

arXiv preprint

DOI

2026

DecepGPT: Schema-Driven Deception Detection with Multicultural Datasets and Robust Multimodal Learning

Jiajian Huang, Dongliang Zhu, Zitong YU, Hui Ma, Jiayu Zhang, Chunmei Zhu, Xiaochun Cao

arXiv preprint

2026

GMoT: Gated Motion-Aware Tokenization for Fine-Grained Micro-Gesture Video Reasoning with Multimodal LLMs

Taorui Wang, Wei Xia, Hui Ma, Zijia Song, Jiayu Zhang, Zeheng Wang, Yong Xu, Zitong Yu

arXiv preprint

2026

MarKey: Marginal Utility Guided Greedy Keyframe Selection for Long Video Understanding

Hongchang Shi, Jinpeng Hu, Ao Wang, Wenzheng Zhou, Hui Ma, Feng Li, Zenglin Shi

arXiv preprint

2025

In-Context Examples Matter: Improving Emotion Recognition in Conversation with Instruction Tuning

Hui Ma, Bo Zhang, Jinpeng Hu, Zenglin Shi

arXiv preprint

2025

Cellular Traffic Prediction via Deep State Space Models with Attention Mechanism

Hui Ma, Kai Yang, Man-On Pun

arXiv preprint

2025

Fog Intelligence for Network Anomaly Detection

Kai Yang, Hui Ma, Shaoyu Dou

arXiv preprint

DOI

2025

MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction

Hui Ma, Kai Yang

arXiv preprint

2025

Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning

Hui Ma, Kai Yang, Yang Jiao

arXiv preprint

DOI

2025

FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection

Yongze Li, Ning Li, Ajian Liu, Hui Ma, Liying Yang, Xihong Chen, Zhiyao Liang, Yanyan Liang, Jun Wan, Zhen Lei

arXiv preprint

2025

Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion

Anjali de Silva, Gang Chen, Hui Ma, Seyed Mohammad Nekooei, Xingquan Zuo

arXiv preprint

2025

Efficient Tuning of Large Language Models for Knowledge-Grounded Dialogue Generation

Bo Zhang, Hui Ma, Dailin Li, Jian Ding, Jian Wang, Bo Xu, HongFei Lin

arXiv preprint

DOI

2025

Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning

Ajian Liu, Haocheng Yuan, Xiao Guo, Hui Ma, Wanyi Zhuang, Changtao Miao, Yan Hong, Chuanbiao Song, Jun Lan, Qi Chu, Tao Gong, Yanyan Liang, Weiqiang Wang, Jun Wan, Xiaoming Liu, Zhen Lei

arXiv preprint

2025

UrbanMind: Towards Urban General Intelligence via Tool-Enhanced Retrieval-Augmented Generation and Multilevel Optimization

Kai Yang, Zelin Zhu, Chengtao Jian, Hui Ma, Shengjie Zhao, Xiaozhou Ye, Ye Ouyang

arXiv preprint

2025

Not All Frame Features Are Equal: Video-to-4D Generation via Decoupling Dynamic-Static Features

Liying Yang, Chen Liu, Zhenwei Zhu, Ajian Liu, Hui Ma, Jian Nong, Yanyan Liang

arXiv preprint

2025

Stencil-Lifting: Hierarchical Recursive Lifting System for Extracting Summary of Stencil Kernel in Legacy Codes

Mingyi Li, Junmin Xiao, Siyan Chen, Hui Ma, Xi Chen, Peihua Bao, Liang Yuan, Guangming Tan

arXiv preprint

DOI

2025

AgentMental: An Interactive Multi-Agent Framework for Explainable and Adaptive Mental Health Assessment

Jinpeng Hu, Ao Wang, Qianqian Xie, Hui Ma, Zhuo Li, Dan Guo

arXiv preprint

2025

LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning

Chang Che, Ziqi Wang, Pengwan Yang, Qi Wang, Hui Ma, Zenglin Shi

arXiv preprint

2025

Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering

Jiabao Guo, Ajian Liu, Yunfeng Diao, Jin Zhang, Hui Ma, Bo Zhao, Richang Hong, Meng Wang

arXiv preprint

2025

HGraphScale: Hierarchical Graph Learning for Autoscaling Microservice Applications in Container-based Cloud Computing

Zhengxin Fang, Hui Ma, Gang Chen, Rajkumar Buyya

arXiv preprint

2025

GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy

Ya Shen, Gang Chen, Hui Ma, Mengjie Zhang

arXiv preprint

DOI

2025

Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection

Jiabao Guo, Yadian Wang, Hui Ma, Yuhao Fu, Ju Jia, Hui Liu, Shengeng Tang, Lechao Cheng, Yunfeng Diao, Ajian Liu

arXiv preprint

2025

Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs

Ziqi Wang, Chang Che, Qi Wang, Hui Ma, Zenglin Shi, Cees G. M. Snoek, Meng Wang

arXiv preprint

2024

FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space

Hui Ma, Sen Lei, Turgay Celik, Heng-Chao Li

arXiv preprint

2024

Empathy Level Alignment via Reinforcement Learning for Empathetic Response Generation

Hui Ma, Bo Zhang, Bo Xu, Jian Wang, Hongfei Lin, Xiao Sun

arXiv preprint

DOI

2024

Distilling Implicit Multimodal Knowledge into Large Language Models for Zero-Resource Dialogue Generation

Bo Zhang, Hui Ma, Jian Ding, Jian Wang, Bo Xu, Hongfei Lin

arXiv preprint

DOI

2024

PsycoLLM: Enhancing LLM for Psychological Understanding and Evaluation

Jinpeng Hu, Tengteng Dong, Luo Gang, Hui Ma, Peng Zou, Xiao Sun, Dan Guo, Xun Yang, Meng Wang

arXiv preprint

2024

Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues

Xianhua He, Dashuang Liang, Song Yang, Zhanlong Hao, Hui Ma, Binjie Mao, Xi Li, Yao Wang, Pengfei Yan, Ajian Liu

arXiv preprint

2024

Cost-Aware Dynamic Cloud Workflow Scheduling using Self-Attention and Evolutionary Reinforcement Learning

Ya Shen, Gang Chen, Hui Ma, Mengjie Zhang

arXiv preprint

DOI

2023

A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations

Hui Ma, Jian Wang, Hongfei Lin, Bo Zhang, Yijia Zhang, Bo Xu

arXiv preprint

DOI

2023

Learning to Optimise Climate Sensor Placement using a Transformer

Chen Wang, Victoria Huang, Gang Chen, Hui Ma, Bryce Chen, Jochen Schmidt

arXiv preprint

2023

DeepMA: End-to-end Deep Multiple Access for Wireless Image Transmission in Semantic Communication

Wenyu Zhang, Kaiyuan Bai, Sherali Zeadally, Haijun Zhang, Hua Shao, Hui Ma, Victor C. M. Leung

arXiv preprint

2023

ZRIGF: An Innovative Multimodal Framework for Zero-Resource Image-Grounded Dialogue Generation

Bo Zhang, Jian Wang, Hui Ma, Bo Xu, Hongfei Lin

arXiv preprint

DOI

2022

Reconfigurable Intelligent Surface With Energy Harvesting Assisted Cooperative Ambient Backscatter Communications

Hui Ma, Haijun Zhang, Ning Zhang, Jianquan Wang, Ning Wang, Victor C. M. Leung

arXiv preprint

2021

Gaussian Mixture Model Based Distributionally Robust Optimal Power Flow With CVaR Constraints

Lei You, Hui Ma, Tapan Kumar Saha, Gang Liu

arXiv preprint

2021

Sparse Channel Reconstruction With Nonconvex Regularizer via DC Programming for Massive MIMO Systems

Pengxia Wu, Hui Ma, Julian Cheng

arXiv preprint

2019

Evolutionary Multitasking for Semantic Web Service Composition

Chen Wang, Hui Ma, Gang Chen, Sven Hartmann

arXiv preprint

2019

Distance-Guided GA-Based Approach to Distributed Data-Intensive Web Service Composition

Soheila Sadeghiram, Hui MA, Gang Chen

arXiv preprint

2019

Composing Distributed Data-intensive Web Services Using a Flexible Memetic Algorithm

Soheila Sadeghiram, Hui Ma, Gang Chen

arXiv preprint

2019

Memetic EDA-Based Approaches to Comprehensive Quality-Aware Automated Semantic Web Service Composition

Chen Wang, Hui Ma, Gang Chen, Sven Hartmann

arXiv preprint

DOI

2018

Secrecy Beamforming for SWIPT MISO Heterogeneous Cellular Networks

Hui Ma, Julian Cheng, Xianfu Wang

arXiv preprint

2013

Shortest Path and Distance Queries on Road Networks: Towards Bridging Theory and Practice

Andy Diwen Zhu, Hui Ma, Xiaokui Xiao, Siqiang Luo, Youze Tang, Shuigeng Zhou

arXiv preprint

精选作品

期刊论文

Genomic basis of homoploid hybrid speciation within chestnut trees

PPP项目中控制对信任影响的多案例研究：角色感知的调节作用

预印本

Multimodal Spatiotemporal-Frequency Fusion with Peak Enhancement for Cellular Traffic Forecasting

AsynDBT: Asynchronous Distributed Bilevel Tuning for efficient In-Context Learning with Large Language Models

GraFSTNet: Graph-based Frequency SpatioTemporal Network for Cellular Traffic Prediction

DSTFView: Multi-View Cloud-Edge Workload Forecasting with Dual-Input Spatio-Temporal-Frequency Modeling

Sim-MSTNet: sim2real based Multi-task SpatioTemporal Network Traffic Forecasting

An Adaptive Differentially Private Federated Learning Framework

FTimeXer: Frequency-aware Time-series Transformer with Exogenous variables for Robust Carbon Footprint Forecasting

Scene-Conditioned Relation Routing for urban cellular activity forecasting

SVC 2026: the Second Multimodal Deception Detection Challenge and the First Domain Generalized Remote Physiological Measurement Challenge

AULLM++: Structured-Token-Conditioned Large Language Models for Micro-Expression Action Unit Detection

DeceptionX: From Multimodal Evidence to Explainable Deception Detection

WebUncertainty: Dual-Level Uncertainty Driven Planning and Reasoning For Autonomous Web Agent

Complementarity-Supervised Spectral-Band Routing for Multimodal Emotion Recognition

Don' t Box Me In: Dynamic Cultural Adaptation and Cognitive Tracking for Social Understanding

Deft Scheduling of Dynamic Cloud Workflows with Varying Deadlines via Mixture-of-Experts

AffectAgent: Collaborative Multi-Agent Reasoning for Retrieval-Augmented Multimodal Emotion Recognition

Navigating the Emotion Tree: Hierarchical Hyperbolic RAG for Multimodal Emotion Recognition

UniShield: Unified Face Attack Detection via KG-Informed Multimodal Reasoning

Learning to Use Imagination: Progress-Conditioned Future Utilization for World Action Models

PointCSP: Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point Cloud Learning

PhysAgent: A Multi-Agent Framework for Reliable Remote Heart Rate Estimation

PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification

Marrying Optimal Transport and ODEs for Unified Continuous-Time 4D Reconstruction and Tracking

StrLoRA: Towards Streaming Continual Visual Instruction Tuning for MLLMs

StegaFFD: Privacy-Preserving Face Forgery Detection via Fine-Grained Steganographic Domain Lifting

DecepGPT: Schema-Driven Deception Detection with Multicultural Datasets and Robust Multimodal Learning

GMoT: Gated Motion-Aware Tokenization for Fine-Grained Micro-Gesture Video Reasoning with Multimodal LLMs

MarKey: Marginal Utility Guided Greedy Keyframe Selection for Long Video Understanding

In-Context Examples Matter: Improving Emotion Recognition in Conversation with Instruction Tuning

Cellular Traffic Prediction via Deep State Space Models with Attention Mechanism

Fog Intelligence for Network Anomaly Detection

MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction

Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning

FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection

Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion

Efficient Tuning of Large Language Models for Knowledge-Grounded Dialogue Generation

Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning

UrbanMind: Towards Urban General Intelligence via Tool-Enhanced Retrieval-Augmented Generation and Multilevel Optimization

Not All Frame Features Are Equal: Video-to-4D Generation via Decoupling Dynamic-Static Features

Stencil-Lifting: Hierarchical Recursive Lifting System for Extracting Summary of Stencil Kernel in Legacy Codes

AgentMental: An Interactive Multi-Agent Framework for Explainable and Adaptive Mental Health Assessment

LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning

Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering

HGraphScale: Hierarchical Graph Learning for Autoscaling Microservice Applications in Container-based Cloud Computing

GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy

Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection

Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs

FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space

Empathy Level Alignment via Reinforcement Learning for Empathetic Response Generation

Distilling Implicit Multimodal Knowledge into Large Language Models for Zero-Resource Dialogue Generation

PsycoLLM: Enhancing LLM for Psychological Understanding and Evaluation

Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues

Cost-Aware Dynamic Cloud Workflow Scheduling using Self-Attention and Evolutionary Reinforcement Learning

A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations

Learning to Optimise Climate Sensor Placement using a Transformer

DeepMA: End-to-end Deep Multiple Access for Wireless Image Transmission in Semantic Communication

ZRIGF: An Innovative Multimodal Framework for Zero-Resource Image-Grounded Dialogue Generation

Reconfigurable Intelligent Surface With Energy Harvesting Assisted Cooperative Ambient Backscatter Communications

Gaussian Mixture Model Based Distributionally Robust Optimal Power Flow With CVaR Constraints

Sparse Channel Reconstruction With Nonconvex Regularizer via DC Programming for Massive MIMO Systems

Evolutionary Multitasking for Semantic Web Service Composition

Distance-Guided GA-Based Approach to Distributed Data-Intensive Web Service Composition

Composing Distributed Data-intensive Web Services Using a Flexible Memetic Algorithm

Memetic EDA-Based Approaches to Comprehensive Quality-Aware Automated Semantic Web Service Composition

Secrecy Beamforming for SWIPT MISO Heterogeneous Cellular Networks

Shortest Path and Distance Queries on Road Networks: Towards Bridging Theory and Practice