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Assistant Professor · Bennett University, India

Dr. Vivek Kumar

School of Computer Science Engineering & Technology
Bennett University, Greater Noida, Uttar Pradesh

Computer scientist with 20+ years of combined teaching and industry experience. Ph.D. from Dr. APJ Abdul Kalam Technical University (2023). Researcher in High-Performance Computing, Natural Language Processing, and Big Data systems. IEEE member since 2021, author of 50+ peer-reviewed publications, and recipient of the Excellence in Research award from the STEM Research Society (2020). Founder of the HPC Research Lab at Bennett University.

50+
Publications
40+
Scopus / SCI
20+
Yrs Experience
9
Active Scholars
2
Patents
VK
🏛️
Bennett University, Greater Noida
🎓
Ph.D. CSE · AKTU, 2023
🔬
HPC Research Lab
🏅
IEEE Member since 2021
🌐
Hindi & English
Research Interests
🚀
High-Performance Computing
GPU-accelerated parallel algorithms with CUDA-C/Python. The Mille Cheval framework for in-memory big-data stream acceleration (J. Supercomputing, SCIE).
💬
Natural Language Processing
Transformer-based text summarisation, legal document simplification, multilingual NLP, LLM benchmarking and fine-tuning.
📊
Big Data Systems
Data-intensive scalable systems, resource-aware computing (RAPC), deep reinforcement learning for cloud energy efficiency.
🤖
Generative AI
Federated learning, LLM architectures, GenAI applications in education and research. Authoring a comprehensive GenAI textbook.
🌾
Precision Agriculture
ML for crop prediction (KISAAN), disease detection in rice leaf using CNN, IoT-integrated solar energy prediction for farms.
🎮
CS Education & Gamification
6 interactive browser games: AVL Trees, BSTs, Graph BFS/DFS, Heaps, Linear DS (Stack/Queue/Deque/Circular Queue), and Heap Array vs Linked List — live on the website.
Employment History
Academic Positions
Jun 2024 – Present
Assistant Professor
School of CSE&T · Bennett University, Greater Noida
Jan 2020 – Jun 2024
Asst. Professor & Programme Coordinator
B.Tech. Data Science · Teerthanker Mahaveer University, Moradabad
Jul 2016 – Jan 2020
Assistant Professor
GLA University, Mathura
Jan 2015 – May 2016
Asst. Professor & Head of Department
Dev Bhoomi Institute of Technology, Dehradun
Aug 2008 – May 2013
Asst. Professor & Head of Department
Sagar Institute of Technology & Management, Barabanki
Mar 2007 – Aug 2008
Lecturer
SRM College of Engineering & Management, Lucknow
Industry & Qualifications
Jun 2013 – Jun 2014
Chief Operating Officer
Vexil Infotech Pvt. Ltd., Lucknow
Jul 2003 – Mar 2007
Software Developer
Gnix Infosoft Pvt. Ltd., Noida
Academic Qualifications
2023
Ph.D. (Computer Science & Engineering)
Dr. APJ Abdul Kalam Technical University, India
2014
M.Tech. (CSE) — CGPA 7.1
Uttar Pradesh Technical University, India
2003
B.E. (CSE) — 73.3%
Dr. B. R. Ambedkar University, India
Publications
Request full list →
2026
Advancing sustainable development goals through multilingual text summarization: A transformer-based approach
European Journal of Sustainable Development Research, 10(3), pp. 82–97
Scopus
2025
Federated Learning for Privacy-Preserving Machine Learning: A Comprehensive Review of Techniques, Architectures, and Open Research Directions
International Journal of Applied Mathematics, 38(3), pp. 319–331
Scopus
2022
Energy Efficiency Strategy for Big Data in Cloud Environment Using Deep Reinforcement Learning
Mobile Information Systems, vol. 2022, Article ID 8716132 · doi:10.1155/2022/8716132
SCIE
2022
RAPC: A Resource Aware Computing Method to Process Elephant Flows
NeuroQuantology, 20(10), pp. 1545–1553
Scopus
2021
Mille Cheval: A GPU-based in-memory high-performance computing framework for accelerated processing of big-data streams
The Journal of Supercomputing, vol. 77, no. 3, pp. 1–25 · IF: 2.469 · doi:10.1007/s11227-020-03508-3
SCIEQ2Springer
2021
Improved Optimization and Speed-up in Big Stream Data Processing
Turkish Journal of Computer and Mathematics Education (TURCOMAT), 12(12), 3301–3305
Scopus
2021
Empirical Analysis of Artificial Limb for Trans Radial Amputation People with the Support of Advanced Machine Learning Strategies
Journal of Information Technology in Industry, 9(1), pp. 997–1006 · doi:10.17762/itii.v9i1.233
eSCI
2019
Mid Point Weighted Median Filter for Noise Removal and Smoothening of Images
International Journal of Recent Technology and Engineering, 8(4), pp. 8061–8067
Scopus
36 Scopus-indexed conference papers. Selected recent publications shown below.
2026
Comparative Analysis of Machine Learning Models for Clinical Risk Prediction
IEEE RCSM 2025 — 1st International Conference on Recent Trends in Computing and Smart Mobility
IEEEScopus
2026
Deepfake Detection on Image and Video Using Generative Adversarial Networks
IEEE PARC 2026 — 4th International Conference on Power Electronics & IoT Applications
IEEEScopus
2026
Next-Generation News Summarization: A Hybrid Approach Combining TF-IDF, LSA, and Transformers
ICE2CPT 2025 — International Conference on Electrical, Electronics, and Computer Science
IEEEScopus
2026
Hybridized Approach for Legal Text Simplification Using BERT and Transformer Models
ICE2CPT 2025
IEEEScopus
2026
Salient Object Detection: A Comprehensive Review of Heuristic and Deep Learning Techniques
International Conference on Innovations in Data Science — Springer Nature Singapore, pp. 437–449
SpringerScopus
2025
Underwater Waste Detection with YOLO: A High-Performance Computing Technique
IEEE PDGC 2024 — Eighth International Conference on Parallel, Distributed and Grid Computing, pp. 772–777 · doi:10.1109/PDGC64653.2024.10984134
IEEEScopus
2025
A High-Performance Deep Learning Approach for Real-Time Detection of Rice Leaf Diseases Using CNN
IEEE ICICAT 2024, pp. 849–853 · doi:10.1109/ICICAT62666.2024.10923399
IEEEScopus
2025
Benchmarking State-of-the-Art Text Summarization Models
IEEE CISCT 2024 — 4th International Conference on Innovative Sustainable Computational Technologies · doi:10.1109/CISCT62494.2024.11134200
IEEEScopus
🔬
Generative Artificial Intelligence — Textbook
Comprehensive academic textbook covering GenAI concepts, architectures, LLMs, and applications. Actively being written for academic and industry audiences.
Writing
🔬
ARTO-EV: RL & Blockchain Framework for EV Charging Optimisation
Applying reinforcement learning, deep learning, blockchain, and cybersecurity to optimise EV charging infrastructure. Active research framework.
Under Review
🔬
Lightweight Multi-Layered IoT Edge Security Framework
Full draft complete. Comprehensive security architecture for IoT edge devices targeting a Scopus-indexed journal.
Draft Complete
Teaching & Certifications
Courses Taught (Recent)
High Performance Computing (CSET305)
Bennett University · Course Coordinator 2025 · CUDA-C, GPU Parallel Algorithms
Artificial Intelligence
100% result achieved · Search, Knowledge Representation, Machine Learning
Artificial Neural Networks
100% result achieved · Backpropagation, CNNs, Optimizers
Data Structures
Linked Lists, Trees, Graphs, Sorting — now gamified!
Programming Languages — Python & Java
OOP, Data Structures, Application Development
Introduction to Microprocessor / Computer Organisation
100% result · MIPS, Assembly, Memory Organisation
Certifications & Faculty Development
NPTEL
Joy of Computing using Python
2026 & 2019
Wipro
Wipro Certified Faculty — AIML
2022
Wipro
Wipro Certified Faculty — Python
2021
Wipro
Wipro Certified Faculty — Java
2020
IBM
Artificial Intelligence
2019
NPTEL
Data Structures and Algorithms
2017
Infosys
Big Data and Analytics — A+ Grade
2017
ATAL Academy
Artificial Neural Networks & Design of Experiments
2021
NIT Warangal
Quantum Computing: Algorithms & Applications
2024
Research Scholars
Ph.D. Scholars (7 Active)
HS
Himanshu Sharma
News summarisation using Large Language Models
Ph.D.
AT
Aditi Tyagi
Simplification of legal documents using Text Transformers
Ph.D.
AS
Abhishek Sharma
Precision farming using Machine Learning
Ph.D.
LS
Lakshay Singh Mahur
Gamification of Education Using AI
Ph.D. · Bennett University
VG
Vaishali Gupta
Twin Technology on Smart Power Grids
Ph.D. · Bennett University
M.Tech. Scholars (2 Active, 2 Awarded)
AV
Aavantika
Text classification using Large Language Models
M.Tech.
IJ
Ishika Jain
Text summarisation using Transformer Models for NLP
M.Tech.
B.Tech. Scholars
UM
Umangi & Manan
Minimising computing complexity with High Performance Computing
B.Tech.
PS
Pranjal Sinha, Adarsh Sinha, Aditya Saxena, Aditya Vaish
Text Summarization Using NLP for Academic Purposes · Group 117 · CSET306
B.Tech. · Bennett University
SJ
Simran Jha, Amandeep Verma, Vishal Tripathi
Text Summarization with Neural Networks · Group 144 · CSET306
B.Tech. · Bennett University
SJ
Saransh Jain, Anousha Singh, Prakhar Gupta
Deepfake Video Detection using Deep Learning Models: An Experimental Study · Group 161 · CSET306
B.Tech. · Bennett University
Awards, Patents & Achievements
Awards & Distinctions
🏆
2020
Excellence in Research
STEM Research Society
🤖
2025 & 2024
Reviewer Committee Member
Global AI Summit 2024 & 2025
🎤
2020
Keynote Speaker
FTNCT2020
⚖️
2021
Judge — Toycathon 2021
National Innovation Challenge
🪑
2020–2022
Technical Session Chair
SMART 2020, SMART 2021, SMART 2022
📋
2015
Lead NBA Accreditation
CSE Programme, Dev Bhoomi Institute
Patents
2025
An AI-Enabled Medical Imaging Analysis Unit
Design Patent · Design No: 472281-001 · Granted 2025
2022
"Spex" — Utility Patent
Published & Under Examination · Application No: 202111052145
Journal Reviewer
📰
Journal of Big Data
Q1 · SpringerNature
📰
The Journal of Supercomputing
Q2 · Springer
Gamification of Data Structures

Learn core computer science concepts through interactive play. Each of the 5 modules below covers a fundamental data structure — insert, delete, traverse, and answer quizzes to earn points. Inspired by a 2017 seminar on “Potential Use of Gamification in Education.”

Big-O ArenaM01 ⚙️Complexity CounterM02 📐Limit AnalyserM03 🧩Prove It QuizM04 Stack/QueueM05 🔗Node ForgeM06 🌳BSTM07 🌲AVL TreesM08 🔺HeapsM09 🔺Heap Array/LLM10 🕸️Graph BFS/DFSM11
Module 07 · Algorithm Complexity
Big-O Arena — Observatory · Curve Racer · Algorithm Duel · Classify · Quiz
Live 5 modes · Linear & Binary Search · Big-O, Ω, Θ
Module 08 · Complexity Computation
Complexity Counter — Statements · Comparisons · Dominant Operation · Convergence
Live 4 layers · 4 examples · Dispute Resolver
Module 09 · Complexity Proof Studio — Mode 2
Limit & Growth Analyser — Big-O · Big-Ω · Big-Θ Formal Definitions
Live Interactive c & n₀ sliders · 5 examples · Θ sandwich
Module 10 · Complexity Proof Studio — Mode 5
Prove It Quiz — Find c & n₀ · True/False · Multi-Select · Case Identification
Live 4 question types · Live graph proofs · Full quiz mode
Module 05 · Linear Data Structures
Linear DS Quest — Stack · Queue · Deque · Circular Queue
Live 4 data structures · Switch tabs to explore each
Module 11 · Linked Lists
Node Forge — Forge · Build · Wire · Search · Insert · Delete · Reverse
Live 5 stages · Singly · Doubly · Circular · Sorted
Module 02 · Binary Search Trees
BST Quest — Insert · Delete · Search · In/Pre/Post-order Traversals
Live Explore · Traversals · Quiz
Module 01 · AVL Trees
AVL Tree Quest — Height-Balanced Binary Search Tree
Live Explore · Quiz · Challenge modes Open fullscreen ↗
Module 04 · Heaps & Priority Queues
Heap Quest — Min-Heap · Max-Heap · Array View · Heap Sort
Live Insert · Extract Root · Heap Sort · Switch Min/Max
Module 06 · Heap Representation
Heap Array vs Linked List — Why Complete Binary Trees Love Arrays
Live Dual-view · Contrast · 8-question Quiz
Module 03 · Graph Traversal
Graph Quest — Build Your Own Graph · BFS · DFS Animations
Live Click to add nodes · Connect edges · Run BFS or DFS
HPC Research Lab
HPC Research Lab
A High Performance Computing Lab for Big Data and Natural Language Processing

The exponential growth of data has stimulated a new specialisation in software: data-intensive systems. Our mission is to design, implement, and evaluate algorithms and techniques for applications that are scalable, reliable, and community-serving. We collaborate with labs across institutions to advance the state of the art in HPC, NLP, and AI.

  • BE/BS/B.Tech./M.Tech./MS in Computer Science or related fields
  • Background in Computer Science and Engineering
  • Programming skills in C / Python / Java / CUDA-C / CUDA-Python
News Summarisation Legal NLP Neural Networks Federated Learning GPU Computing Medical AI EV Optimisation IoT Security

Join the Lab

We are actively seeking motivated Ph.D. and M.Tech. students. If your research interests align with HPC, NLP, Generative AI, or Precision Agriculture, reach out directly.

Send your application →
Research Opportunities

Live call-for-proposals fetched automatically from CSIR, DST, ANRF and related Indian funding agencies. Click Refresh to fetch the latest listings.

Click Refresh Opportunities to load the latest call-for-proposals from Indian funding agencies.
Sources: CSIR (Council of Scientific & Industrial Research) · DST (Dept. of Science & Technology) · ANRF (Anusandhan National Research Foundation) · UGC · DBT · SERB
Download Full CV
Dr. Vivek Kumar — Bennett University
Complete Curriculum Vitae

Full academic profile including employment history, 50+ publications with DOI links, research projects, patents, awards, certifications, and administrative responsibilities.

50+
Publications
20+
Years
2
Patents
8
Positions
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Dr. Vivek Kumar
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