मालवीय राष्ट्रीय प्रौद्योगिकी संस्थान जयपुर (राष्ट्रीय महत्व का संस्थान)
Malaviya National Institute of Technology Jaipur (An Institute of National Importance)
Department of Computer Science & Engineering
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13

Journal Publications

24

Conference Publications

3

Research Projects

6

PhD Research Supervised

Qualifications
  • Ph.D.(CSE) from BITS Pilani(0)
    M. Tech.(CSE) from MNNIT Allahabad(2003)
    B.E.(CSE) from MMEC Gorakhpur(2001)
Research Interests

Computer Networks, WDM Networks, Intelligence at Edge Networks, Nature Inspired Algorithms , Blockchain, Federated Learning.

Brief Research Profile

Dr. Dinesh Kumar Tyagi is an Assistant Professor in the Department of Computer Science and Engineering at Malaviya National Institute of Technology (MNIT), Jaipur. He holds a Ph.D. and an M.Tech. in Computer Science and Engineering and has over 21 years of experience in teaching, research, and academic administration. His research interests include Next-Generation Computer Networks, Device-to-Device (D2D) Communication, Collaborative Learning, Artificial Intelligence and Machine Learning (AI/ML), and Blockchain Technology. He has authored over 45 research publications in reputed international journals and conference proceedings, including papers published in high-impact, Q1-ranked journals and CORE A*- ranked conferences. His recent research focuses on federated learning optimization, heterogeneous medical image classification, anomaly detection, wireless sensor networks, and advanced communication technologies. He has supervised several Ph.D. scholars and is currently guiding doctoral researchers in these areas, contributing to advancements in intelligent computing, secure communication, and emerging network technologies.

  • Blockchain Technology
  • Computer Networks
  • Computer Science and Programming
  • Computer Science and Programming
  • Database Management Systems
  • Database Security
  • Design and Analysis of Algorithms
  • Programming Methodology
  • Programming with Python
  • Topics in Databases

    2026
  • Kushall Pal Singh, Monu Verma , Dinesh Kumar Tyagi ,Santosh Kumar Vipparthi , G. Shankara Raju Kosuru , Subrahmanyam Murala,Mohamed Abdel-Mottaleb, "FedHC: Enhanced federated learning with Hessian and cosine correlation for proximal correlation" , Knowledge-Based Systems (Springer) Volume :341 / 115775 / 2026 DOI: https://doi.org/10.1016/j.knosys.2026.115775
  • Kushall Pal Singh,Monu Verma ,Dinesh Kumar Tyagi ,Santosh Kumar Vipparthi , G. Shankara Raju Kosuru , Subrahmanyam Murala,Mohamed Abdel-Mottaleb, "FedHMed: Adaptive Progressive Loss and KL-Divergence Regularization for Federated Heterogeneous Medical Image Classification Tasks" , Knowledge-Based Systems (Springer) Volume :345 / 116112 / 2026 DOI: https://doi.org/10.1016/j.knosys.2026.116112
  • Prem Shanker Yadav, Dinesh Kumar Tyagi,Santosh Kumar Vipparthi , "A fractional hierarchical attention model for enhanced context-guided visual storytelling" , Information Processing & Management (ScienceDirect) Volume :64 / 105055 / 2026 DOI: https://doi.org/10.1016/j.ipm.2026.105055
  • Jatin, Moordhan Songade, Deepak Ranjan Nayak, Dinesh Kumar Tyagi, and Tapan Kumar Gandhi, "Self-Attention Guided Two-Stream Graph Convolutional Network for Improved Multi-Label Retinal Disease Diagnosis" , IEEE Sensors Letters (IEEE) Volume :1(3) / 1-4 / 2026 DOI: 10.1109/LSENS.2026.3732284
  • Prafulla Saxena, Dinesh Kumar Tyagi, Santosh Kumar Vipparthi, Subrahmanyam Murala, "Weather-Robust Referred Video Object Segmentation: A Systematic Comparison of Modular and Joint Restoration Strategies" , The Visual Computer (Springer Nature) Volume :xx / / 2026 DOI: (in Production)
    • 2025
  • Gauransh Kalla, Arka Prokash Mazumdar, Dinesh Kumar Tyagi, "Adaptive data gathering and path planning for energy-constrained mobile sinks in WSN" , AEU - International Journal of Electronics and Communications (Elsevier) Volume :198 / 155823 / 2025 DOI: https://doi.org/10.1016/j.aeue.2025.155823
    • 2024
  • Kuldeep Marotirao Biradar,Murari Mandal, Sachin Dube , Santosh Kumar Vipparthic , Dinesh Kumar Tyagi, "Triplet-set Feature Proximity Learning for Video Anomaly Detection" , Image and Vision Computing (Elsevier) Volume :Volume 150 / / 2024 DOI: https://doi.org/10.1016/j.imavis.2024.105205
  • Richa Kumari, Dinesh Kumar Tyagi , Ramesh B. Battula, "NEIL: aN EfficIent cLuster-based device discovery for D2D communication in B5G" , Peer-to-Peer Networking and Applications (Springer ) Volume :18 / 1-25 / 2024 DOI: DOI: 10.1007/s12083-024-01860-2
  • Prem Shanker Yadav, Dinesh Kumar Tyagi, Santosh Kumar Vipparathi, "A Novel Approach for Image Retrieval in Remote Sensing Using Vision-Language-Based Image Caption Generation" , Multimedia Tools and Applications (Springer ) Volume :Xx / / 2024 DOI: https://doi.org/10.1007/s11042-024-20447-w
    • 2016
  • Dinesh Kumar Tyagi, VK Chaubey, "Survivable Routing with Path Length Constraint in WDM Networks" , International Journal of Applied Engineering Research (Research India Publications ) Volume :11 / 404-410 / 2016
    • 2012
  • Virendra S Shekhawat, D K Tyagi, V K Chaubey, "Design and Characterization of a Modified WDM Ring Network - An Analytical Approach" , optik (Elsevier ) Volume :123 / 1103-1107 / 2012
    • 2010
  • Virendra Singh Shekhawat, Mahesh Lagadapati, Dinesh Tyagi, and V K Chaubey, "A Novel Aggressive Intermediate-Node Initiated Reservation (AIIR) Protocol for Wavelength Routed Optical WDM Networks" , International J. of Recent Trends in Engineering and Technology ( IJRTE) Volume :3 / 126-128 / 2010
    • 2009
  • Virendra Singh Shekhawat, Dinesh Kumar Tyagi, V K Chaubey, "A Novel Packet Switch Node Architecture for Contention Resolution in Synchronous Optical Packet Switched Networks" , Scientific Research (Int. J. Communications, Network and System Sciences) Volume :2 / 562-568 / 2009

    2026
  • G. Kalla, A. P. Mazumdar, D. K. Tyagi and A. K. Verma, "Energy-Equitable Data Collection for Multiple Mobile Sinks via DBSCAN-Guided Ant Colony Path Planning" , 2026 International Conference on Networks Computers and Communications -ICNCCom by :IEEE at Trichy, India,2026 / 1-6 / 2026 ISBN: 979-8-3195-0824-9
  • Kushall Pal Singh, Vijay Kumar, Monu Verma, Dinesh Kumar Tyagi, Santosh Kumar Vipparthi, "FedPDC: A Novel Approach to Improving Federated Learning via Proximal Drift Correction" , 11th International Conference on Information and Communication Technology for Intelligent Systems by :Springer at Bangkok, Thailand / / 2026
    • 2025
  • Gauransh Kalla, Arka Prokash Mazumdar, Dinesh Kumar Tyagi, "Distance Aware Clustering and Path Construction in Mobile Sink-Based Wireless Sensor Networks" , 5th International Conference on Innovations in Computational Intelligence and Computer Vision- ICICV-2025 by :Springer at CNR NANOTEC, at the University of Calabria, Italy / 275-290 / 2025 ISBN: 978-3-032-14756-1
  • Suraj Mishra, Avinash Awasthi, Pritam Vediya, Ramesh Babu Battula, Dinesh Kumar Tyagi, Yogesh Kumar Meena, "FusionDefender: An Adaptive IDS to Mitigate DDoS Attacks Using Multi-Model Deep Learning" , International Conference on Communication, Computing, Networking, and Control in Cyber-Physical Systems-CNCPS 2025 by :IEEE at Dubai, UAE / / 2025
    • 2024
  • Prafulla Saxena , Susim Mukul Roy , Dinesh Kumar Tyagi , Santosh Kumar Vipparthi , Subrahmanyam Murala, R. Balasubramanian, "RefMOS: A Robust Referred Moving Object Segmentation Framework Based on Text Query" , 20th IEEE International Conference on Advanced Video and Signal Based Surveillance -AVSS by :IEEE at Niagara Falls, Canada, / 1-7 / 2024 ISBN: 979-8-3503-7429-2
  • Richa Kumari, Kushall Pal Singh, Sandeep Jangir, Dinesh Kumar Tyagi and Ramesh Babu Battula, "Lightweight Distributed Ledger Technology and Consensus Algorithms for D2D Communication" , 4th International Conference on Advanced Network Technologies and Intelligent Computing ANTIC 2024 by :Springer at BHU, VARANASI / 308-324 / 2024 ISBN: 978-3-031-83782
  • Sachin Dube,Kuldeep Biradar,Dinesh Kumar Tyagi, and Santosh Kumar Vipparthi, "WAVE-NET: Weakly-Supervised Video Anomaly Detection Through Feature Enhancement and Triplet Loss" , 9th International Conference on Computer Vision & Image Processing CVIP2024 by :Springer at IIITDM Kancheepuram, Chennai / / 2024 ISBN: (Accepted)
  • Prem Shanker Yadav, Kushall Singh, Dr.Dinesh Kumar Tyagi, Dr.Ramesh Babu Battula, "Adversarial Weather-Resilient Image Retrieval: Enhancing Restoration Using Captioning for Robust Visual Search" , 17th Asian Conference on Computer Vision by :Springer at Hanoi, Vietnam / 129-142 / 2024 ISBN: 978-981-96-0901-x
  • Sachin Dube, Dinesh Kumar Tyagi, Ramesh Babu Battula, "RW-SVD: A Surround View Rough Weather Video Anomaly Dataset and a Brief Overview of Existing Datasets" , 17th Asian Conference on Computer Vision by :Springer at Hanoi, Vietnam / 143-159 / 2024 ISBN: 978-981-96-0901-x
  • Prafulla saxena, Dinesh Kumar Tyagi, Santosh Kumar Vipparthi, Subrahmanyam Murala, "WARMOS: Enhancing Weather-Affected Referred Moving Object Segmentation" , 17th Asian Conference on Computer Vision by :Springer at Hanoi, Vietnam / 102-114 / 2024 ISBN: 978-981-96-0885-x
  • Kuldeep Biradar, Dinesh Kumar Tyagi, Ramesh Babu Battula, P Subbarao, "Robust Anomaly Detection Through Transformer-Encoded Feature Diversity Learning " , 17th Asian Conference on Computer Vision by :Springer at Hanoi, Vietnam / 115-128 / 2024 ISBN: 978-981-96-0885-x
  • Prem Shanker Yadav, Dinesh Kumar Tyagi ,Santosh Kumar Vipparathi, "Fusing Image and Text Features for Scene Sentiment Analysis Using Whale-Honey Badger Optimization Algorithm WHBOA" , Pattern Recognition, 27th International Conference ,ICPR 2024 by :Springer at Kolkata,India / 446-462 / 2024 ISBN: 978-3-031-78165-0
  • Richa Kumari, Dinesh Kumar Tyagi, Ramesh Babu Battula, "PvFL-RA: Private Federated Learning for D2D Resource Allocation in 6G Communication" , 38th International Conference on Advanced Information Networking and Applications- AINA 2024 by :Springer at Kitakyushu, Japan / 261-273 / 2024 ISBN: ISBN 978-3-031-57
    • 2022
  • Richa Kumari,Dinesh Kumar Tyagi, "Self-Organised Mobility Aware Device Discovery for Ultra-Dense D2D Communication Network" , EEE International Conference on Advanced Networks and Telecommunications Systems ANTS- 2022 by :IEEE at Gandhinagar, Gujarat, India / / 2022
  • Gauransh Kalla,Arka Prokash Mazumdar,Dinesh Kumar Tyagi,Abhishek Narwaria, "Distance-Aware Hierarchical Data-Collecting Path Selection for Mobile Sink in Sparse WSNs" , IEEE World Forum on Internet of Things(WF-IOT) by :IEEE at Yokohama, Japan / / 2022
  • Prafulla Saxena, Kuldeep Biradar, Dinesh Kumar Tyagi, Santosh Kumar Vipparthi, "RIChEx: A ROBUST INTER-FRAME CHANGE EXPOSURE for SEGMENTING MOVING OBJECTS" , 29th IEEE International Conference on Image Processing (ICIP 2022) by :IEEE at Bordeaux, France / / 2022
  • Sachin Dube, Kuldeep Biradar, Santosh Kumar Vipparthi, Dinesh Kumar Tyagi, " MAG-Net: A Memory Augmented Generative Framework for Video Anomaly Detection Using Extrapolation" , International Conference on Computer Vision and Image Processing(CVIP) by :Springer at IIT Ropar, Punjab, INDIA / 426-437 / 2022 ISBN: 978-3-031-11349-
    • 2019
  • Dinesh Kumar Tyagi, VK Chaubey, "Maximum Network Flow Aware Multi-Lightpath Survivable Routing in WDM Networks" , Third International Conference on Information and Communication Technology for Competitive Strategies (ICTCS-2017) by :Springer at Udaipur,India / 737-748 / 2019 ISBN: 978-981-13-0585-6
    • 2018
  • Dinesh Kumar Tyagi, VK Chaubey, Parth Khandelwal, "Dynamic Lightpath Protection Through Intelligent Water Drops Based Algorithm in Optical Networks" , 2018 International Conference on Computing, Power and Communication Technologies (GUCON) by :IEEE at Greater Noida,India / 1122-1127 / 2018
    • 2016
  • Dinesh Kumar Tyagi, VK Chaubey, "Performance Evaluation of Path Length Based Routing Strategies for Survivable WDM Network" , ACM Second International Conference on Information and Communication Technology for Competitive Strategies by :ACM at Udaipur, India / / 2016
  • Dinesh Kumar Tyagi,V. K. Chaubey,Parth Khandelwal, "Routing and Wavelength Assignment in WDM Network Using IWD Based Algorithm" , 2016 International Conference on Computing, Communication and Automation (ICCCA) by :IEEE at Noida / / 2016
    • 2012
  • Dinesh Kumar Tyagi, Virendra Singh Shekhawat, V. K. Chaubey, "Resource Efficient Survivability Approach for Resilient WDM Optical Networks" , International Conference on Advances in Computing, Communications and Informatics by :ICACCI at Chennai / 619-624 / 2012
    • 2008
  • Virendra Singh Shekhawat , Dinesh Kumar Tyagi , V.K. Chaubey, "Weight Based Edge Disjoint Path Routing and Wavelength Assignment (Wedp-Rwa) Algorithm for Wdm Networks" , 2008 IEEE Region 10 and the Third International Conference on Industrial and Information Systems by :IEEE at Kharagpur, India / / 2008
    • 2007
  • Virendra Singh Shekhawat, Dinesh Kumar Tyagi, V K Chaubey, "WDM Network Topologies-a Probabilistic Model", Advanced Computing and Communications" , International Conference on Advanced Computing & Communication by :International Conference on Advanced Computing & Communication at Guwahati / 733–737 / 2007

  • Book Chapter, " Intelligent Visual-to-Textual Mapping in Automatic Medical Diagnosis and Treatment" ISBN:9781774918166 published by - CRC Press,Taylor & Francis Year: 2025 authors- Prem Shanker Yadav, Dinesh Kumar Tyagi, and Santosh Kumar Vipparthi

  • National level FDP on Advanced Programming in Python at EICT Academy MNIT Jaipur, Jaipur, India from 19-08-2026 to 29-08-2026
  • National level FDP on Cybersecurity Intelligence and Ethical Hacking Practices at EICT Academy MNIT Jaipur , Jaipur, India from 04-05-2026 to 15-05-2026
  • National level FDP on Advance Programming using Python at Electronics & ICT Academies - MNIT Jaipur, Jaipur, India from 10-11-2025 to 20-11-2025
  • National level FDP on Blockchain Technology and Applications at Electronics & ICT Academies - MNIT Jaipur, Jaipur, India from 13-05-2025 to 23-05-2025
  • National level Workshop on Python Programming at MNIT Jaipur, Jaipur, India from 26-07-2021 to 06-08-2021
  • National level Workshop on Applications on AI and Blockchain at Vignan University, Guntur, Andhra Pradesh, India from 01-04-2021 to 10-04-2021
  • National level Workshop on “Python Programming – an Industry Perspective" at MNIT , Jaipur, India from 02-12-2019 to 06-12-2019
  • International level Conference on Fourth International Conference on Computer Vision & Image Processing (CVIP-19) at Malaviya National Institute of Technology Jaipur, Jaipur, India from 27-09-2019 to 29-09-2019
  • National level Workshop on "Fundamentals of PYTHON Programming" at MNIT, Jaipur, India from 31-08-2019 to 08-09-2019
  • National level Workshop on Skill Development for "Fundamentals of C Programming Skills" at MNIT, Jaipur, India from 10-08-2019 to 18-03-2019
  • National level Workshop on Skill Development for "Data Structure Fundamentals" at MNIT, Jaipur, India from 10-08-2019 to 18-08-2019
  • National level Workshop on "ANN and Deep Learning" at MNIT , Jaipur, India from 11-06-2018 to 15-06-2018
  • National level Workshop on "Fundamentals of Databases" at MNIT, Jaipur, India from 23-06-2017 to 03-07-2017
  • National level Workshop on "Introduction to Web Development" at MNIT Jaipur , JAIPUR, India from 13-06-2017 to 22-06-2017

  • member of IEEE
  • Life Member of Computer Society of India
  • Member of ACM, USA

    Awarded
  • Richa Kumari on Resource-Aware Strategies using Federated Learning for Secure D2D Communication in 5G and Beyond Year - 2025
  • BIRADAR KULDEEP MAROTIRAO on DEEP ANOMALY DETECTION IN SURVEILLANCE VIDEOS Year - 2025
  • PREM SHANKER YADAV on UNIFIED DEEP LEARNING FRAMEWORK: AN IMAGE-TEXT CORRELATION BASED IMAGE RETRIEVAL AND SENTIMENT AWARE SCENE DESCRIPTION Year - 2025
  • Sachin Dube on Abnormal Event Detection in Surveillance Videos Year - 2025
    • Ongoing
  • Kushall Pal Singh on Federated Learning Optimization for Heterogeneous Data Year - 2020
  • PRAFULLA SAXENA on Moving Object Segmentation in Visual Surveillance Year - 2020

    2023-2024
  • VIJAY KUMAR on Heterogeneous Federated Learning Year - 2023-2024 (Completed)
  • ANUJ MEENA on Efficient Model for Facial Manipulation Detection Year - 2023-2024 (Completed)
    • 2022-2023
  • Pankaj Kumar on Efficient Federated Learning Model for Heterogeneous Data Year - 2022-2023 (Completed)
  • Kumar Gaurav on Secure D2D communication Year - 2022-2023 (Completed)
  • MRINAL KUMAR on Moving Object Segmentation and Detection Year - 2022-2023 (Completed)
  • PRIYANKA LUBAL on Micro-Expression Recognition using Network Architecture Search Year - 2022-2023 (Completed)
  • NIDHISH KUMAR on Blockchain Framework for Education Institute Year - 2022-2023 (Completed)
    • 2021-2022
  • ANKUSH KUMAR on Secure Edge Computing With Blockchain Year - 2021-2022 (Completed)
  • Shivendra Singh on E-Waste Management Using Blockchain-Based Smart Contracts Year - 2021-2022 (Completed)
  • ROBIN SINGH on Attack and Anomaly detection in IoT Year - 2021-2022 (Completed)
    • 2020-2021
  • PRATEEK SHARMA on Authentication of IOT EDGE device using Blockchain Year - 2020-2021 (Completed)
  • NEHA KUMARI on Power Tech : Enhanced validation tool designed to include new power saving feature validation support Year - 2020-2021 (Completed)
  • POOJA KUMARI on Routing Attack and Mitigation Method for RPL based Internet of Things Year - 2020-2021 (Completed)

Title Total Outlay
(In Lacs)		 Year Funding Agency Role
CityGen-Centric Digital Twin for Next Generation Smart City67.382025-2028the AMRUT Funded Centre at MNIT Jaipur, The Ministry of Housing and Urban Affairs (MoHUA)Co-PI
Effective analysis and detection of Internet addiction using EEG signal processing11.952024-2027DST RajasthanCo-PI
Secure Decentralized Deep Learning for Communications259.002024-2027TTDF, Department of Telecommunications (DoT), IndiaCo-PI

Title Total Outlay
(In Lacs)		 Year Funding Agency
Third Party Inspection of software development during the implementation of E-governance project at nagar nigam greater jaipur3.262024-2024Municipal Corporation Greater Jaipur

  • Convenor - DUGC in MNIT Jaipur from - 01-07-2025 to Till Date
  • Hostel Warden in MNIT Jaipur from - 09-10-2024 to Till Date
  • Faculty Advisor in MNIT Jaipur from - 11-10-2022 to Till Date
  • Coordinator (Data Centre/Cloud) in MNIT Jaipur from - 17-07-2022 to Till Date
  • Warden in MNIT Jaipur from - 06-11-2019 to 28-07-2022
  • Cooordinator-Unnat Bharat Abhiyaan in MNIT Jaipur from - 12-09-2019 to 00-00-0000
  • Departmental Time Table Coordinator in MNIT Jaipur from - 03-07-2019 to 15-07-2021
  • Co-coordinator (CWN,Telephony & CUG) in MNIT Jaipur from - 29-05-2015 to 23-06-2020
  • Co-coordinator (Telephony & CUG) in MNIT Jaipur from - 23-05-2014 to 28-05-2015

SNo. Type Title Event Place Schedule
1ChairInternational Conference on Data Science and Applications International ConferenceJaipurJul-2023
2TalkBig Data Analytics :Fundamentals and Applications in Biological Sciencesnational workshop Central University of RajasthanMar-2023
3TalkFederated Learning: Applications, Challenges, and Future Scope National Webinar on the emerging Research areaVignans Foundation for Science Technology and Research, Vadlamudi, Andhra PradeshNov-2022
4ChairInternational Conference on Artificial Intelligence: Advances and ApplicationsInternational ConferenceJaipurApr-2022
5TalkBlockchain and its futureFaculty Development ProgrammeVignan University, Guntur APApr-2021

S.No. Category Name of Activity Organization Place Position Schedule
1NationalVisiting Faculty IIIT KotaIIIT KotaVisiting Faculty Apr-2021
2Nationalvisiting faculty IIIT Kota Kotavisiting faculty Aug-2023