Special Edition
International Conference on Frontiers in Computer Science Research & Innovation
in Association with IQAC-ICFCRI-2026
Loyola Degree & PG College, Alwal, Secunderabad, Hyderabad, Telangana, 500010. India.
Loyola Degree & PG College, Alwal, Secunderabad, Hyderabad, Telangana, 500010. India.
"Cybernetic symbiosis: Threat surface analysis and cybersecurity maturity from science fiction to clinical reality" is authored by A Abivardhana Reddy, K Sharath Chandra, and P Mani Charan, students pursuing a B.Sc. in Computer Science & Cyber Security at Loyola Academy, Old Alwal, Hyderabad, Telangana, India.
"A data-driven framework for early heart disease risk assessment using classification algorithms" is authored by Dr. B. Rajani, Assistant Professor at Loyola Academy, Secunderabad, India, and Dr. A. K. Shalini, Associate Professor at Aurora's PG College, Hyderabad, India.
"A comparative approach to seasonal rainfall forecasting: A statistical and machine learning perspective" is authored by M. Vibha from the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India, and Mrs. P. Naga Durga, Assistant Professor of Statistics in the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India.
"A reliability-aware collaborative framework for crisis decision-making under uncertain and conflicting information" is authored by Ms. Arukala Chandana and Ms. A Chandana Sri, 3rd Year Students in the Department of Information Technology at Stanley College of Engineering and Technology for Women (Autonomous), Hyderabad, India.
"Agentic AI: The future of intelligent systems" is authored by Sonali Neemkar and Kerale Vaishnavi from the Department of Computer Science and Cognitive Systems at Loyola Academy Degree and PG College, Hyderabad, India.
"A novel explainable temporal graph learning framework for early detection and prediction of influence shifts" is authored by Mrs. K. Anitha, Assistant Professor in Computer Science and Engineering at Loyola Academy, Alwal, Secunderabad, India.
"A study on risk-aware multi-agent AI framework for autonomous cyber threat detection and response" is authored by G. Sirisha, Assistant Professor in MCA, and Mehrunissa, Assistant Professor in MCA, both from Loyola Academy, Secunderabad, Telangana, India.
"Computer vision in healthcare and bioinformatics" is authored by Nellutla Manisha, Assistant Professor in the Department of Computer Science and Cyber Security at Loyola Academy Degree and Pg College, Secunderabad, Telangana, India.
"A survey on social engineering attacks and countermeasures in the digital era" is authored by Beena Verry, pursuing a B.Sc. in Computer Science and Cyber Security at Loyola Academy, Hyderabad, Telangana, India, and Kondala Adisri, pursuing a B.Sc. in Computer Data Science & Data Analytics Engineering at Loyola Academy, Hyderabad, Telangana, India.
"An AI-powered proctoring system using YOLOv8 and computer vision for online examination integrity" is authored by Spoorthi Reddy Gummadi from the Department of MCA, School of Informatics at Loyola Academy (Affiliated to Osmania University), Alwal, Secunderabad, Telangana, India.
"An experimental analysis of the impact of non-IID data distribution on federated learning performance" is authored by Naheed Sultana, Hari Chandana Paruchuri, and M. Shalini from the Department of Information Technology at Stanley College of Engineering and Technology for Women (A), Hyderabad, Telangana, India.
"Accuracy-energy trade-offs in small language models: An empirical study on MMLU-Pro" is authored by Y. Rathna Deepthi and G. Naga Deepthi from the Dept. of MCA at Loyola Academy Degree and PG College, Old Alwal, Secunderabad, Telangana, India.
"AI-powered real estate recommendation" is authored by T Bhanu Prakash, Jeevan Srinivas, and Jorala Naveen from the Dept. of Cognitive Systems at Loyola Academy Degree & P.G College, Hyderabad, Telangana, India.
"Design and development of smart footwear using human motion energy harvesting" is authored by K. Himabindu from the Department of B.Sc. (Computer Science & Engineering) at Loyola Academy Degree & PG College, Secunderabad, Alwal, Telangana, India.
"A lightweight explainable AI framework for real-time QR code fraud detection in UPI transactions" is authored by M. Supriya from the Dept. of Computer Science and Cyber Security at Loyola Academy Degree and PG College, Alwal, Telangana, India.
"Data science and big data analytics: Techniques, applications, and challenges" is authored by S. Vishala, K. Vishnupriya, and G. Shritha from the Department of Computer Science and Engineering at Loyola Academy, Degree and PG College, Secunderabad, Telangana, India.
"Cloud architecture for secure and regulatory-compliant augmented reality in healthcare: The SFCAHF framework" is authored by B.S. Raja Rajeshwari and M. Therissa from the Department of Computer Science at Loyola Academy Degree & PG College, Alwal, Secunderabad, Telangana, India.
"AI chatbots educational equalizer or academic shortcut? Implications of modern learning" is authored by Ch. Siri and Pawni Kashyap, students pursuing a B.Sc. in Computer Science and Information Technology at Loyola Degree & PG College, Alwal, Secunderabad, Hyderabad, Telangana, India.
"An intelligent cybersecurity framework for enhancing authentication and fraud prevention in rural digital banking" is authored by Lahari.M.Girish, Student, and Mrs. K. Anitha, Assistant Professor, both from the Department of Computer Science and Engineering at Loyola Academy, Hyderabad, India.
"A statistical survey on health care management" is authored by M.Sailaja from the Department of B.Sc.CDS and DAE at Loyola Academy, Alwal, Secunderabad, Telangana, India.
"Mathematical optimization: Analytical formulations, graphic solutions, and practical implementations in constrained decision-making" is authored by Dara Sai Sachin from the Department of Mathematics, Statistics, and Computer Science at Loyola Academy, Secunderabad, Telangana, India, and Dr. Shakira Sultana, Dean of Academics and Assistant Professor in Mathematics in the Department of Mathematics, Statistics, and Computer Science at Loyola Academy, Secunderabad, Telangana, India.
"Detection and mitigation of prompt injection attacks in large language model applications" is authored by Priyanka Pradhan and Katriel from the Department of Computer Science and Information Technology at Loyola Academy Degree & PG College (Autonomous), Hyderabad, India.
"Monte Carlo simulation for oil price risk under geopolitical uncertainty: A statistical framework for predictive decision-making" is authored by Katta Vishal Kumar from the Department of B.Sc Mathematics, Statistics & Computer Science at Loyola Academy, Hyderabad, India.
"Learnixthrive: Design, development and deployment of an integrated digital academic ecosystem" is authored by Gollapothu Lokesh Ram Varma, Web Development Intern in the Department of Computer Science at Chaitanya Bharathi Institute of Technology, Gandipet, and Dr. G. N. R. Prasad, Project Guide in the Department of Computer Science at Chaitanya Bharathi Institute of Technology, Gandipet.
"Historical analysis of stock market volatility: NSE and Reliance Industries" is authored by B. Lasya priya from the Department of Mathematics, statistics and computer science at Loyola Academy (old alwal secunderabad, Telangana India), and Dr. N. Annapurna, Assistant professor of Statistics in the Department of Mathematics, statistics, computer science at Loyola Academy (old alwal secunderabad, Telangana India).
"Human-quantum computing: A conceptual framework for future intelligent computing systems" is authored by Saniya Begum and Bhumika Singh Chauhan from the Dept. of Computer Science and Information Technology at Loyola Academy Degree and PG College, Hyderabad, India.
"GroundRAG: Self-supervised citation grounding for retrieval-augmented generation with verifiable abstention" is authored by Sushanth Kasturi from the Department of Computer Science and Cognitive Systems (B.Sc.) at Loyola Academy Degree and PG College, Hyderabad, India.
"Holographic communication" is authored by Upputuri Venkata Lakshmi Sahiti, Gujja Akhila, and Janga Swethika from the Dept. of B.Sc. Computer science and cyber security at Loyola Academy Degree and PG College, Hyderabad, Telangana, India.
"Intelligent machine learning-based system for disease prediction and drug recommendation" is authored by Syeda Maherunnisa, Research Scholar in the Department of Computer Science & Engineering, University Institute of Emerging Technologies, Guru Nanak University, Telangana.
"Enhancing election integrity: A smart contract approach to biometric-integrated voting systems" is authored by 1.S.Swapna, Assistant Professor in the Dept of B.Sc Computer Science and Engineering at Loyola Academy, Old Alwal, Sec-Bad, Telangana, India.
"Hybrid deep autoencoder with metaheuristic optimization for brain tumor detection and classification in MRI images" is authored by Hari Chandana Paruchuri, M.Shalini, and Naheed Sultana from the Department of Information Technology at Stanley College of Engineering and Technology for Women (A), Hyderabad, Telangana, India.
"Fortifying the federated frontier: A comprehensive study of cyber threats and resilience mechanisms in federated learning" is authored by Ainala Varalakshmi from the Department of Computer Science and Cognitive Systems at Loyola Academy, Hyderabad, Telangana, India.
"Machine learning-based crop selection for smart farming" is authored by A. Rincy Joyce from the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India, and Mrs. A. Jyothi, Assistant Professor in Computer Science in the Department of Mathematics, Statistics, and Computer Science at Loyola Academy, Secunderabad, Telangana, India.
"A machine learning approach for predicting loan eligibility using Python" is authored by Patne Sravan Kumar from the Department of Mathematics, Statistics, and Computer Science at Loyola Academy, Secunderabad, Telangana, India, and Mrs. P. Naga Durga, HOD MSCS in the Department of Mathematics, Statistics, and Computer Science at Loyola Academy, Secunderabad, Telangana, India.
"Indivithi: A map-based geo-spatial interactive network for integrated exploration and preservation of Indian cultural heritage" is authored by Thaneeru Harshitha, Anumandla Pallavi, and Totha Sai Nista from the Department of Computer Science & Cognitive Systems at Loyola Academy, Secunderabad, India.
"Failuresense-x: An explainable hybrid neuro-fuzzy deep learning learning framework for metro train compressor failure prediction" is authored by Elka Srivani from the Department of Computer Science and Artificial Intelligence at Loyola Academy, Hyderabad, Telangana, India.
"Limitations of optimization algorithms on noisy quantum devices" is authored by Dr. A. Lavanya, Mrs. A. Mary Manjula Rani, and Dr. R.P.L. Durga Bai, Assistant Professors in the Department of Computer Applications at Andhra Loyola College (Autonomous), Vijayawada, Andhra Pradesh, India.
"Ethical, legal, and social implications of computing: An analysis of artificial intelligence, data privacy, algorithmic accountability, and digital society" is authored by Dumpa Sreepal and Bala Seshu Kumari from the Department of Computer Science at Loyola Academy Degree and PG College, Hyderabad, Telangana, India.
"From pixels to predictions: An explainable AI vision framework" is authored by Ms. Eudulakanti Niharika, Student in the Dept. of M.Sc. Data Science at Loyola Academy, Old Alwal, Telangana, India, and Ms. N. R. Rashmi, Asst. Professor in the Dept. of M.Sc. Data Science at Loyola Academy, Old Alwal, Telangana, India.
"Hybrid quantum cryptographic framework for advanced data security" is authored by Dr. R.P.L. Durga Bai, Mrs. A. Mary Manjula Rani, and Dr. A. Lavanya, Assistant Professors in the Department of Computer Applications at Andhra Loyola College (Autonomous), Vijayawada, Andhra Pradesh, India.
Privacy-Preserving Federated Learning for Energy-Efficient IoT Devices, Maskuri Akshaya, from the Dept. of B.Sc. Computer Science and Artificial Intelligence at Loyola Academy Degree and PG College, Hyderabad, Telangana, India, and Shakaraboina Vaishnavi, also from the Dept. of B.Sc. Computer Science and Artificial Intelligence at Loyola Academy Degree and PG College, Hyderabad, Telangana, India
"Patterns in Chaos: The Mathematics of Fractals and the Butterfly Effect" is authored by Daram Spoorthy Rathan from the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India, and Dr. Shakira Sultana, Dean Academics and Assistant Professor in the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India
"Quantum Steganography: A Hybrid Approach to Secure Communication" is authored by Behara Sai Abhilash and Yandraps Sai Teja, Students in the Department of MCA at Andhra Loyola College, Vijayawada, Andhra Pradesh, India, along with Mrs. A. Mary Manjula Rani, Dr. R.P.L. Durga Bai, and Dr. A. Lavanya, Assistant Professors in the Department of Computer Applications at Andhra Loyola College (Autonomous), Vijayawada, Andhra Pradesh, India.
"Review on A Secure Password Authentication Framework Using Multi-Layer Salting and Cryptographic Hashing Techniques" is authored by Mrs. S. Lakshmi, Assistant Professor in the Department of BSc. Computer Science & Cyber Security at Loyola Academy, Hyderabad, Telangana, India
"The AI-dependent generation: A study of generative AI usage, trust, and critical thinking among Gen Z college students" is authored by Gangula Kavya, Mamidala Saigeethika, and Rana Sravani from the Department of Computer Science & Artificial Intelligence at Loyola Academy, Hyderabad, Telangana, India.
"QuantumBlind: Quantifying the impact of incomplete cryptographic inventories on post-quantum migration prioritization" is authored by Maram Reddy Jaisun Reddy and Jeremiah Thomas, students pursuing a B.Sc. in Computer Science & Information Technology at Loyola Academy, Secunderabad, Telangana, India.
"Simulation of BB84 quantum key distribution protocol using Qiskit" is authored by Dr. Padala Kavitha, Assistant Professor in the Department of MCA at Loyola Academy, Old Alwal, Secunderabad, Telangana, India, and Kolluru Shanmukha Lalitha Prasad from the Department of MCA at Loyola Academy, Old Alwal, Secunderabad, Telangana, India.
"Personalized learning recommendation engine" (or "Smart Learn: An AI-driven personalized learning framework") is authored by Ms. Tungena Sarayu, Student in the Department of M.Sc. Data Science at Loyola Academy, Secunderabad, Telangana, India; Ms. N R Rashmi, Assistant Professor in the Department of M.Sc. Data Science at Loyola Academy, Secunderabad, Telangana, India; and Dr. T. Suryakanthi, Assistant Professor in the Department of M.Sc. Data Science at Loyola Academy, Secunderabad, Telangana, India.
"The impact of generative AI on higher education: Opportunities, challenges, and future directions" is authored by Tegulla Rekha and Thota SaiPriya from the Department of B.Sc. Computer Data Science and Data Analytics Engineering at Loyola Academy, Secunderabad, Telangana, India.
"Feature engineering and adversarially-validated gradient boosting" is authored by Sibbena Venkata Naga Sai Ganesh, under the guidance of Sri B. Srinivas S. P. Kumar, in the Department of Master of Computer Applications (MCA) at Chaitanya Bharathi Institute of Technology (CBIT), Hyderabad, India.
"Performance evaluation of FedAvg and FedProx for breast cancer classification under Non-IID federated data" is authored by Saidugari Sarashri from the Department of CS & AI, School of IT at Loyola Academy Degree & PG College, Telangana, India.
"ResumeScope: An AI framework for resume screening, skill analysis, and career guidance" is authored by Chinnapureddy Venkata Suneel Reddy and Mrs. S. Kavitha, Assistant Professor in Computer Science, both from the Department of Mathematics, Statistics and Computer Science at Loyola Academy, Secunderabad, Telangana, India.
"URL-threat-console: URL detection through URL-intrinsic feature engineering and adversarially-validated gradient boosting" is authored by Sibbena Venkata Naga Sai Ganesh, under the guidance of Sri B. Srinivas S. P. Kumar, in the Department of Master of Computer Applications (MCA) at Chaitanya Bharathi Institute of Technology (CBIT), Hyderabad, India.