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I am currently working in the area of cybersecurity, with a specific focus on malware detection and prevention. My research emphasizes identifying malicious activity by analyzing system behavior and data patterns. Instead of relying solely on traditional feature extraction techniques that treat data as mere numerical values, I am exploring innovative approaches that incorporate structural and contextual information to improve detection accuracy and system resilience. I am also working on the following domains:
Information Security
Network Security
Banking and Agriculture Analysis
Privacy-Preserving Data Mining
Big Data Analytics
Biometric Security Systems....
Publications
Publications
Till 2025-26
Till 2025-26
1.Presented a paper entitled “TMA-GNN: Asynchronous Graph Learning for Anomaly Detection in Industrial Cyber-Physical Systems under Modality Dropout” in the 7th International Conference on Data Science and Applications (ICDSA 2026) held at VIT Mauritius, Pierrefonds, Mauritius during July 11-12, 2026.
1.Presented a paper entitled “TMA-GNN: Asynchronous Graph Learning for Anomaly Detection in Industrial Cyber-Physical Systems under Modality Dropout” in the 7th International Conference on Data Science and Applications (ICDSA 2026) held at VIT Mauritius, Pierrefonds, Mauritius during July 11-12, 2026.
2. Presented a paper entitled “Disrupting the Cyber Kill Chain: High-Accuracy Static Malware Detection Using Extreme Gradient Boosting” at Third International Conference on Innovations in Cybersecurity and Data Science (ICICDS) organized by SEA College of Engineering & Technology and Shinawatra University, Thailand during 25-27 June 2026.
2. Presented a paper entitled “Disrupting the Cyber Kill Chain: High-Accuracy Static Malware Detection Using Extreme Gradient Boosting” at Third International Conference on Innovations in Cybersecurity and Data Science (ICICDS) organized by SEA College of Engineering & Technology and Shinawatra University, Thailand during 25-27 June 2026.
3. Presented a paper entitled “Few-Shot Multi-Label Learning for Anterior Segment Eye Diseases from Smart Phone Slit Lamp Images: A Custom Dataset Approach” held in Third International Conference on Innovations and Advances in Cognitive Systems (ICIACS 2026) organized by Kangeyam Institute of Technology, Kangeyam, Tamil Nadu, India.
3. Presented a paper entitled “Few-Shot Multi-Label Learning for Anterior Segment Eye Diseases from Smart Phone Slit Lamp Images: A Custom Dataset Approach” held in Third International Conference on Innovations and Advances in Cognitive Systems (ICIACS 2026) organized by Kangeyam Institute of Technology, Kangeyam, Tamil Nadu, India.
4. Presented a paper entitled “Hybrid Deep Learning and Reinforcement Learning Model for Agricultural Supply Chain Optimization and Crop Yield"
4. Presented a paper entitled “Hybrid Deep Learning and Reinforcement Learning Model for Agricultural Supply Chain Optimization and Crop Yield"
5. Kshatriya Vinaya Sree Bai and Dr. M. Thirumaran “An Anomaly Aware Spatio Temporal Graph Attention Network for Integrated Forecasting and Event Detection in Urban Traffic Streams” in International Conference on Artificial Intelligence and Secure Data Analytics, December 2025, Puducherry, India.
5. Kshatriya Vinaya Sree Bai and Dr. M. Thirumaran “An Anomaly Aware Spatio Temporal Graph Attention Network for Integrated Forecasting and Event Detection in Urban Traffic Streams” in International Conference on Artificial Intelligence and Secure Data Analytics, December 2025, Puducherry, India.
6. “Real-Time Menstrual Discomfort Detection Using AI-Powered Facial Recognition in Structured Environments” Venkatesh Koreddi, Vinaya Sree Bai Kshatriya, Darapaneni Bhavishya, Chandaka Gowtami, Kolapalli Divya Sree, Konidena Anitha in Journal of Information Systems Engineering and Management(JISEM) Vol-10, e-ISSN: 2468-4376, 2025
6. “Real-Time Menstrual Discomfort Detection Using AI-Powered Facial Recognition in Structured Environments” Venkatesh Koreddi, Vinaya Sree Bai Kshatriya, Darapaneni Bhavishya, Chandaka Gowtami, Kolapalli Divya Sree, Konidena Anitha in Journal of Information Systems Engineering and Management(JISEM) Vol-10, e-ISSN: 2468-4376, 2025
DOI: https://doi.org/10.5815/ijem.2025.06.05, Pub. Date: 8 Dec. 2025
DOI: https://doi.org/10.5815/ijem.2025.06.05, Pub. Date: 8 Dec. 2025
7. "SECURITY AND SERVICE VALI DATION IN CLOUD USING TRAFFIC REDUNDANCY ELIMINATION MODEL" Gujju Nagendra Babu, Dalli Varun Prasad, Kshatriya Vinaya Sree Bai, Parimi Narasimham, Mounika Samudrapu, Devarasetty Prasad in Ultra mathematica published in scopus ISSN: 0315 - 3681 Volume: 122, 2025 https://utilitasmathematica.com/index.php/Index/article/view/2132/276
7. "SECURITY AND SERVICE VALI DATION IN CLOUD USING TRAFFIC REDUNDANCY ELIMINATION MODEL" Gujju Nagendra Babu, Dalli Varun Prasad, Kshatriya Vinaya Sree Bai, Parimi Narasimham, Mounika Samudrapu, Devarasetty Prasad in Ultra mathematica published in scopus ISSN: 0315 - 3681 Volume: 122, 2025 https://utilitasmathematica.com/index.php/Index/article/view/2132/276
8. "Mitigating Iterative Fast Gradient Adversarial Poisoning in Archaeological Image Datasets using Generative Adversarial Networks and Denoising Autoencoders" KVS Bai, K Pradeep, G Harini, NY Reddy published in: 2025 4th International Conference on Electronics and Renewable Systems-ICEARS Date of Conference: 11-13 February 2025 https://ieeexplore.ieee.org/abstract/document/10940731
8. "Mitigating Iterative Fast Gradient Adversarial Poisoning in Archaeological Image Datasets using Generative Adversarial Networks and Denoising Autoencoders" KVS Bai, K Pradeep, G Harini, NY Reddy published in: 2025 4th International Conference on Electronics and Renewable Systems-ICEARS Date of Conference: 11-13 February 2025 https://ieeexplore.ieee.org/abstract/document/10940731
9. "Transforming Images into Multilingual Captions for Accessibility and Interaction" Vinaya Sree Bai Kshatriya, R. Sree Keerthi, Y. Jaswanth, M. Sanjay published in: 2025 5th International Conference on Artificial Intelligence and Smart Energy- ICAISE Date of Conference: 30-31 January 2025 DOI: 10.1007/978-3-031-90478-3_9 https://www.researchgate.net/publication/391895622, https://link.springer.com/book/10.1007/978-3-031-90478-3
9. "Transforming Images into Multilingual Captions for Accessibility and Interaction" Vinaya Sree Bai Kshatriya, R. Sree Keerthi, Y. Jaswanth, M. Sanjay published in: 2025 5th International Conference on Artificial Intelligence and Smart Energy- ICAISE Date of Conference: 30-31 January 2025 DOI: 10.1007/978-3-031-90478-3_9 https://www.researchgate.net/publication/391895622, https://link.springer.com/book/10.1007/978-3-031-90478-3
10. “Ensemble Deep Learning Framework for the Traffic Accidents Duration Prediction” in 2024 2nd Global Conference on Information Technologies and Communications (GCITC) during 25th and 26th of October 2024DOI: 10.1109/GCCIT63234.2024.10862290 https://ieeexplore.ieee.org/document/10862290
10. “Ensemble Deep Learning Framework for the Traffic Accidents Duration Prediction” in 2024 2nd Global Conference on Information Technologies and Communications (GCITC) during 25th and 26th of October 2024DOI: 10.1109/GCCIT63234.2024.10862290 https://ieeexplore.ieee.org/document/10862290
11. “Hybrid Deep Learning and Behavioral Analysis for Enhanced Malware Detection in Banking” presented by Kshatriya Vinaya Sree Bai, M. Thirumaran published in 8th International Conference on Electronics, Communication and Aerospace Technology (ICECA) during 6th - 8th November 2024 DOI: 10.1109/ICECA63461.2024.10800932 https://ieeexplore.ieee.org/document/10800932
11. “Hybrid Deep Learning and Behavioral Analysis for Enhanced Malware Detection in Banking” presented by Kshatriya Vinaya Sree Bai, M. Thirumaran published in 8th International Conference on Electronics, Communication and Aerospace Technology (ICECA) during 6th - 8th November 2024 DOI: 10.1109/ICECA63461.2024.10800932 https://ieeexplore.ieee.org/document/10800932
12. “Survey of Deep Learning Techniques for Malware Detection: Insights, Challenges, and Future Directions” presented by Kshatriya Vinaya Sree Bai, M. Thirumaran published at the 4th International Conference on Soft Computing for Security Applications (ICSCSA) organized by Dhirajlal Gandhi College of Technology, Salem on 24-25 September 2024 DOI: 10.1109/ICSCSA64454.2024.00057 https://ieeexplore.ieee.org/abstract/document/10917934
12. “Survey of Deep Learning Techniques for Malware Detection: Insights, Challenges, and Future Directions” presented by Kshatriya Vinaya Sree Bai, M. Thirumaran published at the 4th International Conference on Soft Computing for Security Applications (ICSCSA) organized by Dhirajlal Gandhi College of Technology, Salem on 24-25 September 2024 DOI: 10.1109/ICSCSA64454.2024.00057 https://ieeexplore.ieee.org/abstract/document/10917934
13. “Forecasting the Environment Factors for Optimal Plant Growth using XGBoost” K. Vinaya Sree Bai, SK. Mubeen Ahmad, Kalidindi Yoga Narasimha Gupta, Ch Jyoti, Md. Yunus published in 2nd International Conference on Sustainable Computing and Smart Systems (ICSCSS 2024) organized by Hindustan College of Engineering and Technology, Coimbatore, India on 10-12, July 2024 DOI: 10.1109/ICSCSS60660.2024.10625077 https://ieeexplore.ieee.org/document/10625077.
13. “Forecasting the Environment Factors for Optimal Plant Growth using XGBoost” K. Vinaya Sree Bai, SK. Mubeen Ahmad, Kalidindi Yoga Narasimha Gupta, Ch Jyoti, Md. Yunus published in 2nd International Conference on Sustainable Computing and Smart Systems (ICSCSS 2024) organized by Hindustan College of Engineering and Technology, Coimbatore, India on 10-12, July 2024 DOI: 10.1109/ICSCSS60660.2024.10625077 https://ieeexplore.ieee.org/document/10625077.
14. “Early Cancer Detection Through Deep Learning Analysis of CT Scan Imagery” Venkatesh Koreddy, AV Ravi Kumar, Kshatriya Vinaya Sree Bai, Siva Ramakrishna Sani published in 5th International Conference on Image Processing and Capsule Networks (ICIPCN-2024) organized by Katmandu University Dhulikhel, Nepal on 3-4 July 2024 DOI: 10.1109/ICIPCN63822.2024.00076 https://ieeexplore.ieee.org/document/10660689
14. “Early Cancer Detection Through Deep Learning Analysis of CT Scan Imagery” Venkatesh Koreddy, AV Ravi Kumar, Kshatriya Vinaya Sree Bai, Siva Ramakrishna Sani published in 5th International Conference on Image Processing and Capsule Networks (ICIPCN-2024) organized by Katmandu University Dhulikhel, Nepal on 3-4 July 2024 DOI: 10.1109/ICIPCN63822.2024.00076 https://ieeexplore.ieee.org/document/10660689
15. "Exploring Food Delivery Time Prediction With Recurrent Neural Networks (LSTMS AND RNNS)" Vinaya Sree Bai Kshatriya, Tarun Teja Ala, John Saidhulu Shaik, Manideep Pasumarthi, Tharun Avula in International Conference held from 24th to 30th June 2024 IJSIET ISBN: - 978-81-968898-2-1 https://ijsiet.org/vol62024/9.pdf
15. "Exploring Food Delivery Time Prediction With Recurrent Neural Networks (LSTMS AND RNNS)" Vinaya Sree Bai Kshatriya, Tarun Teja Ala, John Saidhulu Shaik, Manideep Pasumarthi, Tharun Avula in International Conference held from 24th to 30th June 2024 IJSIET ISBN: - 978-81-968898-2-1 https://ijsiet.org/vol62024/9.pdf
16. “AI-Powered Non-Helmet Riders and Triple Ride Detection in Traffic Monitoring” in the "4th International Conference on Recent Trends in Engineering, Technology and Management” held on 5th & 6th April 2024 at Suguna College of Engineering, Coimbatore, India with an ISBN: 978-81-965908-7-1. https://www.ijsiet.org/vol22024/14.pdf
16. “AI-Powered Non-Helmet Riders and Triple Ride Detection in Traffic Monitoring” in the "4th International Conference on Recent Trends in Engineering, Technology and Management” held on 5th & 6th April 2024 at Suguna College of Engineering, Coimbatore, India with an ISBN: 978-81-965908-7-1. https://www.ijsiet.org/vol22024/14.pdf
17. “Machine Learning based Enhanced Autonomous Driving for Autonomous Vehicles” in Lavanya M C Vidyavardhaka College of Engineering, Mysuru, Kshatriya Vinaya Sree Bai International Conference ICICT- 2023 which will be held on 26-28, April 2023 at Tribhuvan University, Nepal. https://ieeexplore.ieee.org/document/10134201
17. “Machine Learning based Enhanced Autonomous Driving for Autonomous Vehicles” in Lavanya M C Vidyavardhaka College of Engineering, Mysuru, Kshatriya Vinaya Sree Bai International Conference ICICT- 2023 which will be held on 26-28, April 2023 at Tribhuvan University, Nepal. https://ieeexplore.ieee.org/document/10134201
18. “Fertilizer Forecasting using Machine Learning” O. Rama Devi, P. Naga Lakshmi, S. Naga Babu, K. Vinaya Sree Bai, Sowmya, Akansha in the 6th International Conference on Inventive Computation Technologies (ICICT-2023) organized by Tribhuvan University, Lalitpur, Nepal during 26-04-2023 to 28-04-2023 DOI: 10.1109/ICICT57646.2023.10134061 https://ieeexplore.ieee.org/document/10134061
18. “Fertilizer Forecasting using Machine Learning” O. Rama Devi, P. Naga Lakshmi, S. Naga Babu, K. Vinaya Sree Bai, Sowmya, Akansha in the 6th International Conference on Inventive Computation Technologies (ICICT-2023) organized by Tribhuvan University, Lalitpur, Nepal during 26-04-2023 to 28-04-2023 DOI: 10.1109/ICICT57646.2023.10134061 https://ieeexplore.ieee.org/document/10134061
19. “POUPR: Properly Utilizing User- Provided Recourses for Energy Saving in Mobile Cloud Computing” Somula Ramasubbareddy, Y. Narayana, Sravani Nalluri, Vinaya Sree Bai Kshatriya in the International Conference on Data Engineering and Communication -- 978-981-13-1610-4_59, 2019. https://www.springerprofessional.de/en/poupr-properly-utilizing-user-provided-recourses-for-energy-savi/17703920
19. “POUPR: Properly Utilizing User- Provided Recourses for Energy Saving in Mobile Cloud Computing” Somula Ramasubbareddy, Y. Narayana, Sravani Nalluri, Vinaya Sree Bai Kshatriya in the International Conference on Data Engineering and Communication -- 978-981-13-1610-4_59, 2019. https://www.springerprofessional.de/en/poupr-properly-utilizing-user-provided-recourses-for-energy-savi/17703920
20. Presented a Paper titled “Comparison Single and Multi- Criteria Collaborative Recommended Systems” in the International Conference on Universal Computing Communications and Data Engineering (CCODE-2018) --Sri Padmavathi University, Tirupathi– 7th& 8th February 2018.
20. Presented a Paper titled “Comparison Single and Multi- Criteria Collaborative Recommended Systems” in the International Conference on Universal Computing Communications and Data Engineering (CCODE-2018) --Sri Padmavathi University, Tirupathi– 7th& 8th February 2018.
21. “Furnishing Certainty to Skip Cloud by Deploying Visual Cryptography Tactics”, International Journal of Computer Science and Applications--2321-3469, Volume-XII, Issue I, January-18.
21. “Furnishing Certainty to Skip Cloud by Deploying Visual Cryptography Tactics”, International Journal of Computer Science and Applications--2321-3469, Volume-XII, Issue I, January-18.
22. Presented a Paper titled “Human Relationships Analytics based on social Networks” in Institute of Electrical and Electronics Engineer in 2018.
23. “Privacy and Preserving Cloud Data Distributing using Cloud Key Bank” in the International Journal of Research in Computer Science and Engineering – IJRCSE-2321- 5585, Volume 6, Issue 6, November-December 2016. https://www.ijrcse.com/Archives.aspx?MName=Volume-6,%20Issue-6
24. Participated of the Core Organizing Committee and major contribution in the organization of the International Conference on Computer and Communication Technologies(IC3T-2016) with Springer.
25. “Distributed Data Access Control in Wireless Sensor Networks” in International Journal of Computer Science & technology. ISSN 2231-5411 Volume 4 Issue 8 Nov 2014.
Patents
Patents
1.“System and Method of Ultra-High Compression of MRI-Images Based on Deep Learning” published patent in the Intellectual Property India at DOI: 05-02-2024.
1.“System and Method of Ultra-High Compression of MRI-Images Based on Deep Learning” published patent in the Intellectual Property India at DOI: 05-02-2024.
2. “Modeling and Analysis of Data Trading in Financial Organization Based On Blockchain Market in IOT Networks” in the Droit d’auteur / Copyright – Regd no: 1197892 at DOI: 01-12-2022 granted in Canadian.
2. “Modeling and Analysis of Data Trading in Financial Organization Based On Blockchain Market in IOT Networks” in the Droit d’auteur / Copyright – Regd no: 1197892 at DOI: 01-12-2022 granted in Canadian.
Text Books
Text Books
1. Published Book titled “A Journey into the Depths of Natural Language Processing” by Ms. T. S. Raja Rajeswari, Ms. Kshatriya Vinaya Sree Bai, Revanth Madamala, Dr. Lavudya Bhaskar under the Imprint IIP with ISBN: 978-93-5747-182-4. https://www.amazon.in/dp/9357471820?ref=myi_title_dp
1. Published Book titled “A Journey into the Depths of Natural Language Processing” by Ms. T. S. Raja Rajeswari, Ms. Kshatriya Vinaya Sree Bai, Revanth Madamala, Dr. Lavudya Bhaskar under the Imprint IIP with ISBN: 978-93-5747-182-4. https://www.amazon.in/dp/9357471820?ref=myi_title_dp
"Engineering is not only study of 45 subjects but it is moral studies of intellectual life."— Prakhar Srivastav
"Engineering is not only study of 45 subjects but it is moral studies of intellectual life."— Prakhar Srivastav
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