Submissions from 2022
Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion, Tianpei Gu, Guangyi Chen, Junlong Li, Chunze Lin, Yongming Rao, Jie Zhou, and Jiwen Lu
QMIX Aided Routing in Social-Based Delay-Tolerant Networks, Chenchen Han, Haipeng Yao, Tianle Mai, Ni Zhang, and Mohsen Guizani
Learning to Control under Time-Varying Environment, Yuzhen Han, Ruben Solozabal, Jing Dong, Xingyu Zhou, Martin Takac, and Bin Gu
A Damped Newton Method Achieves Global O(1/K2) and Local Quadratic Convergence Rate, Slavomír Hanzely, Dmitry Kamzolov, Dmitry Pasechnyuk, Alexander Gasnikov, Peter Richtárik, and Martin Takáč
MED-GPVS: A Deep Learning-Based Joint Biomedical Image Classification and Visual Question Answering System for Precision e-Health, Harishma T. Haridas; Mostafa M. Fouda; Zubair Md Fadlullah; Mohamed Mahmoud; Benha University, Faculty of Engineering at Shoubra, Egypt; and Mohsen Guizani
On Softwarization of Intelligence in 6G Networks for Ultra-Fast Optimal Policy Selection: Challenges and Opportunities, Sherief Hashima, Zubair Md Fadlullah, Mostafa M. Fouda, Ehab Mahmoud Mohamed, Kohei Hatano, Basem M. Elhalawany, and Mohsen Guizani
Edge-Assisted Solutions for IoT-Based Connected Healthcare Systems: A Literature Review, Vahideh Hayyolalam, Moayad Aloqaily, Oznur Ozkasap, and Mohsen Guizani
A Malicious Domains Detection Method Based on File Sandbox Traffic, Daojing He, Jiayu Dai, Hongile Gu, Shanshan Zhu, Sammy Chan, Jingyong Su, and Mohsen Guizani
Adversarial Attacks for Intrusion Detection Based on Bus Traffic, Daojing He, Jiayu Dai, Xiaoxia Liu, Shanshan Zhu, Sammy Chan, and Mohsen Guizani
Design and Formal Analysis of a Lightweight MIPv6 Authentication Scheme, Daojing He, Xintong Lu, Xuru Li, Sammy Chan, and Mohsen Guizani
An Effective Double-layer Detection System Against Social Engineering Attacks, Daojing He, Xin Lv, Xueqian Xu, Shui Yu, Dawei Li, Sammy Chan, and Mohsen Guizani
Firmware Vulnerabilities Homology Detection Based on Clonal Selection Algorithm for IoT Devices, Daojing He, Xiaohu Yu, Tinghui Li, Sammy Chan, and Mohsen Guizani
Fuzzy Hashing on Firmwares Images: A Comparative Analysis, Daojing He, Xiaohu Yu, Shanshan Zhu, Sammy Chan, and Mohsen Guizani
A Novel Authentication Protocol for IoT-enabled Devices, Daojing He, Ziming Zhao, Sammy Chan, and Mohsen Guizani
Resource Allocation Based on Digital Twin-enabled Federated Learning Framework in Heterogeneous Cellular Network, Yejun He, Mengna Yang, Zhou He, and Mohsen Guizani
Beamer: Stage-Aware Coflow Scheduling to Accelerate Hyper-Parameter Tuning in Deep Learning Clusters, Yihong He, Weibo Cai, Pan Zhou, Gang Sun, Shouxi Luo, Hongfang Yu, and Mohsen Guizani
Natural Compression for Distributed Deep Learning, Samuel Horváth, Chen Yu Ho, Horváth L'udovít, Atal Narayan Sahu, Marco Canini, and Peter Richtárik
Stochastic distributed learning with gradient quantization and double-variance reduction, Samuel Horváth, Dmitry Kovalev, Konstantin Mishchenko, Peter Richtárik, and Sebastian Stich
Adaptive Learning Rates for Faster Stochastic Gradient Methods, Samuel Horvath, Konstantin Mishchenko, and Peter Richtárik
FedShuffle: Recipes for Better Use of Local Work in Federated Learning, Samuel Horváth, Maziar Sanjabi, Lin Xiao, Peter Richtárik, and Michael Rabbat
Granger Causality using Neural Networks, Samuel Horváth, Malik Shahid Sultan, and Hernando Ombao
Special issue deep learning for multimedia healthcare, M. Shamim Hossain, Josu Bilbao, Diana P. Tobón, Ghulam Muhammad, and Abdulmotaleb Elsaddik
ADARL: WHAT, WHERE, AND HOW TO ADAPT IN TRANSFER REINFORCEMENT LEARNING, Biwei Huang, Fan Feng, Chaochao Lu, Sara Magliacane, and Kun Zhang
Latent Hierarchical Causal Structure Discovery with Rank Constraints, Biwei Huang, Charles Low, Feng Xie, Clark Glymour, and Kun Zhang
Action-Sufficient State Representation Learning for Control with Structural Constraints, Biwei Huang, Chaochao Lu, Liu Leqi, José Miguel Hernández-Lobato, Clark Glymour, Bernhard Schölkopf, and Kun Zhang
Masked Generative Adversarial Networks are Data-Efficient Generation Learners, Jiaxing Huang, Kaiwen Cui, Dayan Guan, Aoran Xiao, Fangneng Zhan, Shijian Lu, Shengcai Liao, and Eric Xing
Throughput Guarantees for Multi-Cell Wireless Powered Communication Networks with Non-Orthogonal Multiple Access, Liang Huang, Runkai Nan, Kaikai Chi, Qiaozhi Hua, Keping Yu, Neeraj Kumar, and Mohsen Guizani
SDQ: Stochastic Differentiable Quantization with Mixed Precision, Xijie Huang, Zhiqiang Shen, Shichao Li, Zechun Liu, Xianghong Hu, Jeffry Wicaksana, Eric Xing, and Kwang Ting Cheng
Joint Parking and Power Management for Electric Vehicle Edge Computing: A Bilevel Optimization Approach, Xumin Huang, Weifeng Zhong, Jiangtian Nie, Jiawen Kang, Zehui Xiong, Yuan Wu, and Mohsen Guizani
Learning to generalize Dispatching rules on the Job Shop Scheduling, Zangir Iklassov, Dmitrii Medvedev, Ruben Solozabal, and Martin Takac
Internet of Things Device Capabilities, Architectures, Protocols, and Smart Applications in Healthcare Domain: A Review, Md. Milon Islam, Sheikh Noorduddin, Fakhreddine (Fakhri) Karray, and Ghulam Muhammad
Multimodal Human Activity Recognition for Smart Healthcare Applications, Md. Milon Islam, Sheikh Nooruddin, and Fakhreddine (Fakhri) Karray
Human Activity Recognition Using Tools of Convolutional Neural Networks: A State of the Art Review, Data Sets, Challenges and Future Prospects, Md Milon Islam, Sheikh Nooruddin, Fakhri Karray, and Ghulam Muhammad
Learning Hierarchical Metrical Structure Beyond Measures, Junyan Jiang, Daniel Chin, Yixiao Zhang, and Gus Xia
Exploiting higher-order derivatives in convex optimization methods, Dmitry Kamzolov, Alexander Gasnikov, Pavel Dvurechensky, Artem Agafonov, and Martin Takac
Digital Twin of Wireless Systems: Overview, Taxonomy, Challenges, and Opportunities, Latif U. Khan, Zhu Han, Walid Saad, Ekram Hossain, Mohsen Guizani, and Choong Seon Hong
On the Tradeoff between Energy, Precision, and Accuracy in Federated Quantized Neural Networks, Minsu Kim, Walid Saad, Mohammad Mozaffari, and Merouane Debbah
Green, Quantized Federated Learning over Wireless Networks: An Energy-Efficient Design, Minsu Kim, Walid Saad, Mohammad Mozaffari, and Mérouane Debbah
Partial Identifiability for Domain Adaptation, Lingjing Kong, Shaoan Xie, Weiran Yao, Yujia Zheng, Guangyi Chen, Petar Stojanov, Victor Akinwande, and Kun Zhang
Deep-Learning-Based Blockchain for Secure Zero Touch Networks, Randhir Kumar, Prabhat Kumar, Moayad Aloqaily, and Ahamed Aljuhani
A novel multimodal fusion framework for early diagnosis and accurate classification of COVID-19 patients using X-ray images and speech signal processing techniques, Santosh Kumar, Mithilesh Kumar Chaube, Saeed Hamood Alsamhi, Sachin Kumar Gupta, Mohsen Guizani, Raffaele Gravina, and Giancarlo Fortino
Artificial intelligence-driven design of fuel mixtures, Nursulu Kuzhagaliyeva, Samuel Horváth, John Williams, Andre Nicolle, and S. Mani Sarathy
Blockchain and Semi-Distributed Learning-Based Secure and Low-Latency Computation Offloading in Space-Air-Ground-Integrated Power IoT, Haijun Liao, Zhao Wang, Zhenyu Zhou, Yang Wang, Hui Zhang, Shahid Mumtaz, and Mohsen Guizani
AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness, Dacheng Li, Hongyi Wang, Eric Xing, and Hao Zhang
Pruning Networks With Cross-Layer Ranking & k-Reciprocal Nearest Filters, Mingbao Lin, Liujuan Cao, Yuxin Zhang, Ling Shao, Chia Wen Lin, and Rongrong Ji
GREEN: A Global Energy Efficiency Maximization Strategy for Multi-UAV Enabled Communication Systems, Na Lin, Yanbo Fan, Liang Zhao, Xiaoming Li, and Mohsen Guizani
ALPS: An Adaptive Link-State Perception Scheme for Software-Defined Vehicular Networks, Na Lin, Dewei Zhao, Liang Zhao, Ammar Hawbani, Mohsen Guizani, and Neeraj Kumar
Prototypical Graph Contrastive Learning, Shuai Lin, Liu Chen, Pan Zhou, Zi-Yuan Hu, Shuojia Wang, Ruihui Zhao, Yefeng Zheng, Liang Lin, Eric Xing, and Xiaodan Liang
Message from the IWCMC 2022 Chairs, Vlatko Lipovac, Adriana Lipovac, Bo Rong, Azzam Mourad, Fakhry Karray, Shuai Han, Yi Qian, Aiman Erbad, and Moayad Aloqaily
Local differential Privacy for Belief Functions, Qiyu Li, Chunlai Zhou, Biao Qin, and Zhiqiang Xu
Learning Efficient GANs for Image Translation via Differentiable Masks and Co-Attention Distillation, Shaojie Li, Mingbao Lin, Yan Wang, Fei Chao, Ling Shao, and Rongrong Ji
Distilling a Powerful Student Model via Online Knowledge Distillation, Shaojie Li, Mingbao Lin, Yan Wang, Yongjian Wu, Yonghong Tian, Ling Shao, and Rongrong Ji
Stereo Neural Vernier Caliper, Shichao Li, Zechun Liu, Zhiqiang Shen, and Kwang Ting Cheng
EXPLAINING POINT PROCESSES BY LEARNING INTERPRETABLE TEMPORAL LOGIC RULES, Shuang Li, Mingquan Feng, Lu Wang, Abdelmajid Essofi, Yufeng Cao, Junchi Yan, and Le Song
SP2: A Second Order Stochastic Polyak Method, Shuang Li, William J. Swartworth, Martin Takac, Deanna Needell, and Robert M. Gower
Classification-Aware Path Planning of Network of Robots, Guangyi Liu, Arash Amini, Martin Takac, and Nader Motee
Robustness Analysis of Classification Using Recurrent Neural Networks with Perturbed Sequential Input, Guangyi Liu, Arash Amini, Martin Takac, and Nader Motee
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation, Jie Liu, Yanqi Bao, Guo-Sen Xie, Huan Xiong, Jan-Jakob Sonke, and Efstratios Gavves
Intelligent Edge-Enabled Efficient Multi-Source Data Fusion for Autonomous Surface Vehicles in Maritime Internet of Things, Ryan Wen Liu, Yu Guo, Jiangtian Nie, Qin Hu, Zehui Xiong, Han Yu, and Mohsen Guizani
Deep Learning-Powered Vessel Trajectory Prediction for Improving Smart Traffic Services in Maritime Internet of Things, Ryan Wen Liu, Maohan Liang, Jiangtian Nie, Wei Yang Bryan Lim, Yang Zhang, and Mohsen Guizani
Machine Learning Based Non-intrusive Digital Forensic Service for Smart Homes, Xuanyu Liu, Xiao Fu, Xiaojiang Du, Bin Luo, and Mohsen Guizani
MRSA: Mask Random Array Protocol for Efficient Secure Handover Authentication in 5G HetNets, Yibing Liu, Lijun Huo, Jun Wu, and Mohsen Guizani
Data-Free Neural Architecture Search via Recursive Label Calibration, Zechun Liu, Zhiqiang Shen, Yun Long, Eric P. Xing, Kwang-Ting Cheng, and Chas Leichner
A Multi-Dimensional Matrix Pencil-Based Channel Prediction Method for Massive MIMO with Mobility, Weidong Li, Haifan Yin, Ziao Qin, Yandi Cao, and Mérouane Debbah
Multi-User QoE Enhancement: Federated Multi-Agent Reinforcement Learning for Cooperative Edge Intelligence, Xiuhua Li, Chuan Sun, Junhao Wen, Xiaofei Wang, Mohsen Guizani, and Victor C.M. Leung
Wave Height Prediction Suitable for Maritime Transportation Based on Green Ocean of Things, Ranran Lou, Zhihan Lv, and Mohsen Guizani
Asymmetric Dual-Mode Constellation and Protograph LDPC Code Design for Generalized Spatial MPPM Systems, Liang Lv, Yi Fang, Lin Dai, Yonghui Li, and Mohsen Guizani
Impact of Digital Twins and Metaverse on Cities: History, Current Situation, and Application Perspectives, Zhihan Lv, Wen Long Shang, and Mohsen Guizani
Hotlist and stale content update mitigation in local databases for DNS flooding attacks, Tasnuva Mahjabin, Yang Xiao, Tieshan Li, and Mohsen Guizani
Fast and Low-GPU-memory abdomen CT organ segmentation: The FLARE challenge, Jun Ma, Yao Zhang, Song Gu, Xingle An, Zhihe Wang, Cheng Ge, Congcong Wang, Fan Zhang, Yu Wang, Yinan Xu, Shuiping Gou, Franz Thaler, Christian Payer, Darko Štern, Edward G.A. Henderson, Dónal M. McSweeney, Andrew Green, Price Jackson, Lachlan McIntosh, Quoc-Cuong Nguyen, Abdul Qayyum, Pierre-Henri Conze, Ziyan Huang, Ziqi Zhou, Deng-Ping Fan, Huan Xiong, Guoqiang Dong, Qiongjie Zhu, Jian He, and Xiaoping Yang
A survey of blockchain applications in sustainable and smart cities, Shanmukha Makani, Rachitha Pittala, Eitaa Alsayed, Moayad Aloqaily, and Yaser Jararweh
A novel link-based Multi-objective Grey Wolf Optimizer for Appliances Energy Scheduling Problem, Sharif Naser Makhadmeh, Ammar Kamal Abasi, Mohammed Azmi Al-Betar, Mohammed A. Awadallah, Iyad Abu Doush, Zaid Abdi Alkareem Alyasseri, and Osama Ahmad Alomari
Recent Advances in Butterfly Optimization Algorithm, Its Versions and Applications, Sharif Naser Makhadmeh, Mohammed Azmi Al-Betar, Ammar Kamal Abasi, Mohammed A. Awadallah, Iyad Abu Doush, Zaid Abdi Alkareem Alyasseri, and Osama Ahmad Alomari
Graph Convolutional Network Aided Virtual Network Embedding for Internet of Thing, Sihan Ma, Haipeng Yao, Tianle Mai, Jingkai Yang, Wenji He, Kaipeng Xue, and Mohsen Guizani
Matching Game for Intelligent Resource Management in Integrated Satellite-Terrestrial Networks, Xinru Mi, Chungang Yang, Yanbo Song, Zhu Han, and Mohsen Guizani
A Novel TCP/IP Header Hijacking Attack on SDN, Ali Akbar Mohammadi, Rasheed Hussain, Alma Oracevic, Syed Muhammad Ahsan Raza Kazmi, Fatima Hussain, Moayad Aloqaily, and Junggab Son
FDRL Approach for Association and Resource Allocation in Multi-UAV Air-To-Ground IoMT Network, Abegaz Mohammed, Aiman Erbad, Hayla Nahom, Abdullatif Albaseer, Mohammed Abdallah, and Mohsen Guizani
Reconfigurable Intelligent Surfaces and Capacity Optimization: A Large System Analysis, Aris L. Moustakas, George C. Alexandropoulos, and Mérouane Debbah
On Improving Automated Detection of Cyber-Bully in Social Networks with Constrained Datasets: A Hierarchical Deep Learning Approach, Venkata S. Nagulapati, Sai R. Rapelli, Zubair Md Fadlullah, Mostafa M. Fouda, Waleed Alasmary, and Mohsen Guizani
Overview of the CLEF–2022 CheckThat! Lab on Fighting the COVID-19 Infodemic and Fake News Detection, Preslav Nakov, Alberto Barrón-Cedeño, Giovanni da San Martino, Firoj Alam, Julia Maria Struß, Thomas Mandl, Rubén Míguez, Tommaso Caselli, Mucahid Kutlu, Wajdi Zaghouani, Chengkai Li, Shaden Shaar, Gautam Kishore Shahi, Hamdy Mubarak, Alex Nikolov, Nikolay Babulkov, Yavuz Selim Kartal, Michael Wiegand, Melanie Siegel, and Juliane Köhler
An Evolutionary Computing Based Approach for Optimal Target Coverage in Wireless Sensor Networks, Sheikh Nooruddin, Md. Milon Islam, and Fakhreddine (Fakhri) Karray
Multiagent Deep Reinforcement Learning for Wireless-Powered UAV Networks, Omar Sami Oubbati, Abderrahmane Lakas, and Mohsen Guizani
Personalized, Sequential, Attentive, Metric-Aware Product Search, Yaoxin Pan, Shangsong Liang, Jiaxin Ren, Zaiqiao Meng, and Qiang Zhang
Deep Learning and Blockchain-based Framework to Detect Malware in Autonomous Vehicles, Dev Patel, Dhairya Jadav, Rajesh Gupta, Nilesh Kumar Jadav, Sudeep Tanwar, Bassem Ouni, and Mohsen Guizani
Cybertwin-Driven Federated Learning Based Personalized Service Provision for 6G-V2X, Sahaya Beni Prathiba, Gunasekaran Raja, Sudha Anbalagan, Sugeerthi Gurumoorthy, Neeraj Kumar, and Mohsen Guizani
GAGA: Deciphering Age-path of Generalized Self-paced Regularizer, Xingyu Qu, Diyang Li, Xiaohan Zhao, and Bin Gu
Modeling Perceptual Loudness of Piano Tone: Theory and Applications, Yang Qu, Yutian Qin, Lecheng Chao, Hangkai Qian, Ziyu Wang, and Gus Xia
MLB-IoD: Multi Layered Blockchain Assisted 6 G Internet of Drones Ecosystem, Gunasekaran Raja, Sai Ganesh, Sivaganesh Balaganesh, Sivaganesh Balaganesh, Balaji Rajaguru Rajakumar, Vishal Ravichandran, and Mohsen Guizani
DuBloQ: Blockchain and Q-Learning Based Drug Discovery in Healthcare 4.0, Urvashi Ramdasani, Gunjan Vinzuda, Sudeep Tanwar, Rajesh Gupta, and Mohsen Guizani
Protecting Intellectual Property with Reliable Availability of Learning Models in AI-based Cybersecurity Services, Ge Ren, Jun Wu, Gaolei Li, Shenghong Li, and Mohsen Guizani
An Intelligent Blockchain-assisted Cooperative Framework for Industry 4.0 Service Management, Ismaeel Al Ridhawi, Moayad Aloqaily, Ali Abbas, and Fakhri Karray
Realizing the Tactile Internet through Intelligent Zero Touch Networks, Ismaeel Al Ridhawi, Moayad Aloqaily, Fakhreddine (Fakhri) Karray, Mohsen Guizani, and Merouane Debbah
Stochastic Gradient Methods with Preconditioned Updates, Abdurakhmon Sadiev, Aleksandr Beznosikov, Abdulla Jasem Almansoori, Dmitry Kamzolov, Rachael Tappenden, and Martin Takac
Decentralized personalized federated learning: Lower bounds and optimal algorithm for all personalization modes, Abdurakhmon Sadiev, Ekaterina Borodich, Aleksandr Beznosikov, Darina Dvinskikh, Saveliy Chezhegov, Rachael Tappenden, Martin Takac, and Alexander Gasnikov
Learning Temporal Rules from Noisy Timeseries Data, Karan Samel, Zelin Zao, Binghong Chen, Shuang Li, Dharmashankar Subramanian, Irfan A. Essa, and Le Song
Blockchain-based Resource Trading in Multi-UAV-assisted Industrial IoT Networks: A Multi-agent DRL Approach, Abegaz Mohammed Seid, Hayla Nahom Abishu, Yasin Habtamu Yacob, Tewodros Alemu Ayall, Aiman Erbad, and Mohsen Guizani
A Privacy-Preserving Multidimensional Range Query Scheme for Edge-Supported Industrial IoT, Shuai Shang, Xiong Li, Rongxing Lu, Jianwei Niu, Xiaosong Zhang, and Mohsen Guizani
Artificial Intelligence for 6G Networks: Technology Advancement and Standardization, Muhammad Karam Shehzad, Luca Rose, Muhammad Majid Butt, István Z. Kovács, Mohamad Assaad, and Mohsen Guizani
Cholula: Fast, Fault-tolerant, and Strongly Consistent Off-chain Object Storage, David Shen, Cole Dumas, Callie Sardina, Lewis Tseng, and Moayad Aloqaily
Sliced Recursive Transformer, Zhiqiang Shen, Zechun Liu, and Eric Xing