Research

Large Language Models • Graph Theory • Machine Learning

My research focuses on leveraging graph theory and LLM-assisted data-driven insights to design intelligent, impactful systems. I have 9 published research papers and extensive experience in synthetic data generation methods, large-scale data curation workflows, and LLM pretraining, distillation, alignment, and evaluation.

Publications

Computational intelligence for oncology and neurological disorders: Current practices and future directions
M Panda, A Abraham, B Gopi, R Ajith, C Bannur
CRC Press, 2024
11 citations
General transit feed specification assisted effective traffic congestion prediction using decision trees and recurrent neural networks
C Bannur, C Bhat, G Goutham, HR Mamatha
2022 IEEE 1st International Conference on Data, Decision and Systems (ICDDS), 2022
4 citations
Deep Dive into Predictive Modeling for Autism Spectrum Disorder using Facial Features and Machine Learning
C Bhat, G Goutham, C Bannur, S Kakarla, H Mamatha
2024 International Conference on Communication, Computing and Internet of Things, 2024
3 citations
Advancements in ai for mental health: Exploring asd, adhd and schizophrenia, video datasets, and future directions
C Bannur, C Bhat, G Goutham, HR Mamatha, S Kakarla
Computational Intelligence for Oncology and Neurological Disorders, 3-17, 2024
1 citation
VQAutism: Leveraging visual question answering to analyse autism spectrum disorder
C Bannur, C Bhat, G Goutham, S Kakarla, M HR, S Kumar
2023
1 citation
PAACDA: Comprehensive Data Corruption Detection Algorithm
C Bannur, C Bhat, K Singh, SA Kulkarni, M Doddamani
IEEE Access 11, 24908-24934, 2023
1 citation
Traffic congestion prediction based on spatio-temporal graph structure learning
C Bannur, C Bhat, G Goutham, HR Mamatha
2023 International Conference on Intelligent and Innovative Technologies, 2023
1 citation
The Influence of Geometric Configurations: Exploring Hexagonal and Triangular Cycles in Social Graphs
C Bhat, C Bannur, S Guntunur, S Saxena, B Das
Data Science and Intelligent Computing Techniques, 749-763, 2023
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OCEANS-6: Character Trait, Age Demographic Analysis and Sexist Speech Detection of Dialogues
C Bannur, C Bhat, SS Shashidhar, SR Gautham, M HR
2023 IEEE 8th International Conference on Recent Advances and Innovations, 2023
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Data Regeneration From Poisoned Datasets
C Bannur, C Bhat, I Bharadwaj, K Singh, SA Kulkarni
2022 IEEE 7th International Conference on Recent Advances and Innovations, 2022
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View complete publication list on Google Scholar

22 Total Citations
3 h-index
1 i10-index