Sumit Soman

According to our database, Sumit Soman authored at least 47 papers between 2015 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications.

Sujoy Roychowdhury, Sumit Soman, H. G. Ranjani, Avantika Sharma, Neeraj Gunda, Sai Krishna Bala

CoRR, 2024

Icing on the Cake: Automatic Code Summarization at Ericsson.

Giriprasad Sridhara, Sujoy Roychowdhury, Sumit Soman, Ranjani H. G, Ricardo Britto

CoRR, 2024

Evaluation of RAG Metrics for Question Answering in the Telecom Domain.

Sujoy Roychowdhury, Sumit Soman, H. G. Ranjani, Neeraj Gunda, Vansh Chhabra, Sai Krishna Bala

CoRR, 2024

A Compass for Navigating the World of Sentence Embeddings for the Telecom Domain.

Sujoy Roychowdhury, Sumit Soman, H. G. Ranjani, Vansh Chhabra, Neeraj Gunda, Subhadip Bandyopadhyay, Sai Krishna Bala

CoRR, 2024

Observations on Building RAG Systems for Technical Documents.

Sumit Soman, Sujoy Roychowdhury

Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024

Unlocking Telecom Domain Knowledge Using LLMs.

Sujoy Roychowdhury, Nishkarsh Jain, Sumit Soman

Proceedings of the 16th International Conference on COMmunication Systems & NETworkS, 2024

Cell Tower Localisation using Graph Convolutional Networks and Positional Encoding.

Jyotirmoy Banerjee, Sanchit Goel, Sumit Soman, Roopesh Mangal, Sunil Kumar Vuppala

Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), 2024

2023

Efficient Throughput Degradation Prediction in Telco Networks using Anomaly Detection.

Rajiv Ranjan Sinha, Satish Kumar Kolli, Sumit Soman, Koti Prasanna Kanth Maddala

Proceedings of the Fourteenth International Conference on Ubiquitous and Future Networks, 2023

Observations on LLMs for Telecom Domain: Capabilities and Limitations.

Sumit Soman, H. G. Ranjani

Proceedings of the Third International Conference on AI-ML Systems, 2023

2021

Minimal Complexity Machines Under Weight Quantization.

Mayank Sharma, Sumit Soman, Jayadeva

IEEE Trans. Computers, 2021

Kernel optimization using conformal maps for the minimal complexity machine.

Skyler Badge, Sumit Soman, Suresh Chandra, Jayadeva

Eng. Appl. Artif. Intell., 2021

Twin Augmented Architectures for Robust Classification of COVID-19 Chest X-Ray Images.

Kartikeya Badola, Sameer Ambekar, Himanshu Pant, Sumit Soman, Anuradha Sural, Rajiv Narang, Suresh Chandra, Jayadeva

CoRR, 2021

2020

Neurodynamical classifiers with low model complexity.

Himanshu Pant, Sumit Soman, Jayadeva, Amit Bhaya

Neural Networks, 2020

Sparsity in function and derivative approximation via the empirical feature space.

Sumit Soman, Jayadeva, Rajat Thakur, Mayank Sharma, Suresh Chandra

Inf. Sci., 2020

QMCM: Minimizing Vapnik's bound on the VC dimension.

Jayadeva, Sumit Soman, Himanshu Pant, Mayank Sharma

Neurocomputing, 2020

Complexity Controlled Generative Adversarial Networks.

Himanshu Pant, Jayadeva, Sumit Soman

CoRR, 2020

An Online Learning Approach for Dengue Fever Classification.

Siddharth Srivastava, Sumit Soman, Astha Rai, Amarjeet Singh Cheema

Proceedings of the 33rd IEEE International Symposium on Computer-Based Medical Systems, 2020

Mobile-Augmented Smart Queue Management System for Hospitals.

Sumit Soman, Sudeep Rai, Priyesh Ranjan, Amarjeet Singh Cheema, Praveen K. Srivastava

Proceedings of the 33rd IEEE International Symposium on Computer-Based Medical Systems, 2020

2019

Twin Neural Networks for the classification of large unbalanced datasets.

Jayadeva, Himanshu Pant, Mayank Sharma, Sumit Soman

Neurocomputing, 2019

An Online Learning Approach for Dengue Fever Classification.

Siddharth Srivastava, Sumit Soman, Astha Rai

CoRR, 2019

Effect of Various Regularizers on Model Complexities of Neural Networks in Presence of Input Noise.

Mayank Sharma, Aayush Yadav, Sumit Soman, Jayadeva

CoRR, 2019

Integrating Drug Terminologies with Hospital Management Information Systems.

Sumit Soman, Priyesh Ranjan, Amarjeet Singh Cheema, Praveen K. Srivastava

Proceedings of the 10th International Conference on Computing, 2019

Learning from Low Training Data using Classifiers with Derivative Constraints.

Sumit Soman, Jayadeva

Proceedings of the ACM India Joint International Conference on Data Science and Management of Data, 2019

2018

Eigen-MM: EigenAnt Modified Mtsls1 for local search.

Udit Kumar, Sumit Soman, Jayadeva

Swarm Evol. Comput., 2018

Ultra-Sparse Classifiers Through Minimizing the VC Dimension in the Empirical Feature Space - Submitted to the Special Issue on "Off the Mainstream: Advances in Neural Networks and Machine Learning for Pattern Recognition".

Jayadeva, Mayank Sharma, Sumit Soman, Himanshu Pant

Neural Process. Lett., 2018

Radius-margin bounds for deep neural networks.

Mayank Sharma, Jayadeva, Sumit Soman

CoRR, 2018

EigenSample: A non-iterative technique for adding samples to small datasets.

Jayadeva, Sumit Soman, Soumya Saxena

Appl. Soft Comput., 2018

Non-Mercer Large Scale Multiclass Least Squares Minimal Complexity Machines.

Mayank Sharma, Sumit Soman, Jayadeva, Himanshu Pant

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Twin Neural Networks for Efficient EEG Signal Classification.

Himanshu Pant, Sumit Soman, Jayadeva, Mayank Sharma

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Streamlining Payment Workflows Using a Patient Wallet for Hospital Information Systems.

Priyesh Ranjan, Sumit Soman, Amit Kumar Ateria, Praveen K. Srivastava

Proceedings of the 31st IEEE International Symposium on Computer-Based Medical Systems, 2018

2017

Large-Scale Minimal Complexity Machines Using Explicit Feature Maps.

Mayank Sharma, Jayadeva, Sumit Soman, Himanshu Pant

IEEE Trans. Syst. Man Cybern. Syst., 2017

Scalable Twin Neural Networks for Classification of Unbalanced Data.

Himanshu Pant, Jayadeva, Sumit Soman, Mayank Sharma

CoRR, 2017

Learning Neural Network Classifiers with Low Model Complexity.

Jayadeva, Himanshu Pant, Mayank Sharma, Abhimanyu Dubey, Sumit Soman, Sai Guruju, Nihal Goalla

CoRR, 2017

Continuity of Care Document for Hospital Management Systems: an Implementation Perspective.

Siddharth Srivastava, Sumit Soman, Astha Rai, Amarjeet Singh Cheema, Praveen K. Srivastava

Proceedings of the 10th International Conference on Theory and Practice of Electronic Governance, 2017

Deep learning for health informatics: Recent trends and future directions.

Siddharth Srivastava, Sumit Soman, Astha Rai, Praveen K. Srivastava

Proceedings of the 2017 International Conference on Advances in Computing, 2017

2016

Benchmarking NLopt and state-of-the-art algorithms for continuous global optimization via <i>IACO</i>_R.

Udit Kumar, Sumit Soman, Jayadeva

Swarm Evol. Comput., 2016

Improved sEMG signal classification using the Twin SVM.

Sumit Soman, Jayadeva, Sridhar P. Arjunan, Dinesh Kant Kumar

Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics, 2016

EigenAnt assisted IACOℝ for continuous global optimization.

Udit Kumar, Sumit Soman, Jayadeva

Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics, 2016

HealthAnalytic: A concept application for customizable visualization and analysis of health informatics datasets.

Sumit Soman, Sushil Kumar, Sujeet Kumar

Proceedings of the 2016 International Conference on Advances in Computing, 2016

2015

Brain Computer Interfaces for Mobile Apps: State-of-the-art and Future Directions.

Sumit Soman, Siddharth Srivastava, Saurabh Srivastava, Nitendra Rajput

CoRR, 2015

Benchmarking NLopt and state-of-art algorithms for Continuous Global Optimization via Hybrid IACO_ℝ.

Udit Kumar, Sumit Soman, Jayadeva

CoRR, 2015

A Neurodynamical System for finding a Minimal VC Dimension Classifier.

Jayadeva, Sumit Soman, Amit Bhaya

CoRR, 2015

High performance EEG signal classification using classifiability and the Twin SVM.

Sumit Soman, Jayadeva

Appl. Soft Comput., 2015

The MC-ELM: Learning an ELM-like network with minimum VC dimension.

Jayadeva, Sumit Soman, Amit Bhaya

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

Unique Health Identifier for India: An algorithm and feasibility analysis on patient data.

Sumit Soman, Praveen K. Srivastava, B. K. Murthy

Proceedings of the 17th International Conference on E-health Networking, 2015

Enhancing Incremental Ant Colony Algorithm for Continuous Global Optimization.

Udit Kumar, Jayadeva, Sumit Soman

Proceedings of the Genetic and Evolutionary Computation Conference, 2015

Enhancing IACO_R Local Search by Mtsls1-BFGS for Continuous Global Optimization.

Udit Kumar, Jayadeva, Sumit Soman

Proceedings of the Genetic and Evolutionary Computation Conference, 2015