Research

Dr. Siby Abraham brings a rich and interdisciplinary research background, having applied AI and related techniques to wide range of domains, including:

Social Science
Business
Neurodegenerative Disorders
Medical Images
Bioinformatics
Musicology
Intrusion Detection
Learning Disability
Number Theory
Linguistics

His early research focussed on computational intelligence techniques like Genetic Algorithms, Neural networks, Particle Swarm Optimization, Ant Colony Optimization, Simulated Annealing, Tabu Search, DNA Computing, Bee Colony Optimization, and Differential evolution.

Building on this foundation, he later expanded into classical machine learning and deep learning approaches including Feedforward Networks (FFN), Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM), and Generative Adversarial Networks (GANs).

His current research focus on Generative AI and and development of Agentic AI applications powered by large Language models and orchestration frameworks like LangChain.

Funded Research Projects

Dr Abraham has led multiple research projects sponsored by University of Mumbai, including:

Principal Investigator, ‘Machine Learning and its Impact on Learning,' Sponsored by University of Mumbai, during 2017-2018.
Principal Investigator, 'Finding numerical Solutions of Diophantine Equations using Differential Evolution,' Sponsored by University of Mumbai during 2012-2013.
Principal Investigator, 'Tuning Mathematics Music Inspired: Finding Numerical Solution to Diophantine Equation using Harmony Search,' Sponsored by University of Mumbai, during 2009-2010.

Organisation of Research Conferences

Dr. Abraham has a wide experience in organising high impact international conferences and contributed to the following:

Workshop Chair, Natural Computing, and Applications, 15/16/17/18/19/20 / 21/22/23/24/25 International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, West University, Timisoara, Romania, 2013/14/15/16/17/18/19/20/21/22/23/24/25
General Chair, World Congress on Information and Communication Technologies (WICT11), organized by University of Mumbai and MIR Labs USA, India, December 11-14, 2011.
Program Chair, International Workshop on Bioinspired Computing (BioCom 13), Mysore, India, August 23- 24, 2013.
Publication Chair, Third World Congress on Information and Communication Technologies (WICT12), organized by MIR Labs (USA) and Le Quy Don Technical University, Hanoi, Vietnam, 15-18 December 2013.

Publication Chair, Second World Congress on Information and Communication Technologies (WICT12), organized by Indian Institute of Information Technology and Management (IIITMK) Thiruvananthapuram, Kerala, India, October 30- November 02, 2012.
Publication Chair, Fourth World Congress on Nature and Bioinspired Computing (NaBIC, 2012), Mexico City, Mexico, November 5-9, 2012.
Publicity Chair, 12th International Conference on Intelligent Systems Design and Applications (ISDA2012), Kochi, India, November 27-29, 2012.
Publicity Chair, 12th International Conference on Hybrid Intelligent Systems (HIS 2012), Pune, India, December 4-7, 2012.
Track Chair, Artificial Intelligence, 14th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, Timisoara, Romania, September 26-29, 2012.
Session Chair, ‘Soft and Bio Computing’ International Conference on recent trends in Information Technology and Comp Science, Mumbai, India, December 17-18, 2012,
Session Chair, ‘Intelligent Systems’, 12th International Conference on Hybrid Intelligence System, Pune, India, December 4-7, 2012.
Session Chair, ‘Bioinformatics and Bio-computing’, International Conference on Advances in Computing and Communications (ACC, 2011), Kochi, India, July 22-24, 2011.
Member, Technical Program Committee of numerous International Conferences held in different parts of the world.

Publications

Dr. Siby Abraham has authored around fifty international publication in the field of AI, spanning a diverse range of application domains.

Check out the complete list of his publications here.

Research Tech Stack

Dr Abraham is well-versed in a comprehensive technical stack that supports both academic research and industrial applications, which include the following: