Shovito Barua Soumma

According to our database, Shovito Barua Soumma authored at least 13 papers between 2024 and 2026.

Collaborative distances:

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

2026

Counterfactual Modeling with Fine-Tuned LLMs for Health Intervention Design and Sensor Data Augmentation.

Shovito Barua Soumma, Asiful Arefeen, Stephanie Marita Carpenter, Melanie Hingle, Hassan Ghasemzadeh

CoRR, January, 2026

GlyRAG: Context-Aware Retrieval-Augmented Framework for Blood Glucose Forecasting.

Shovito Barua Soumma, Hassan Ghasemzadeh

CoRR, January, 2026

2025

RealAC: A Domain-Agnostic Framework for Realistic and Actionable Counterfactual Explanations.

Asiful Arefeen, Shovito Barua Soumma, Hassan Ghasemzadeh

CoRR, August, 2025

Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and Counterfactuals.

Sanyam Paresh Shah, Abdullah Mamun, Shovito Barua Soumma, Hassan Ghasemzadeh

CoRR, April, 2025

Design and Implementation of a Scalable Clinical Data Warehouse for Resource-Constrained Healthcare Systems.

Shovito Barua Soumma, Fahim Shahriar, Umme Niraj Mahi, Md Hasin Abrar, Md Abdur Rahman Fahad, Abu Sayed Md. Latiful Hoque

CoRR, February, 2025

SenseCF: LLM-Prompted Counterfactuals for Intervention and Sensor Data Augmentation.

Shovito Barua Soumma, Asiful Arefeen, Stephanie Marita Carpenter, Melanie Hingle, Hassan Ghasemzadeh

Proceedings of the 21st IEEE International Conference on Body Sensor Networks, 2025

Time-Aware Cross-Attention for Multi-Modal Sensor-Based Blood Glucose Forecasting.

Aashritha Machiraju, Ebrahim Farahmand, Shovito Barua Soumma, Asiful Arefeen, Carol Johnston, Hassan Ghasemzadeh

Proceedings of the 21st IEEE International Conference on Body Sensor Networks, 2025

Domain-Informed Label Fusion Surpasses LLMs in Free-Living Activity Classification (Student Abstract).

Shovito Barua Soumma, Abdullah Mamun, Hassan Ghasemzadeh

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors.

Shovito Barua Soumma, S. M. Raihanul Alam, Rudmila Rahman, Umme Niraj Mahi, Abdullah Mamun, Sayyed Mostafa Mostafavi, Hassan Ghasemzadeh

CoRR, 2024

Hybrid Attention Model Using Feature Decomposition and Knowledge Distillation for Glucose Forecasting.

Ebrahim Farahmand, Shovito Barua Soumma, Nooshin Taheri-Chatrudi, Hassan Ghasemzadeh

CoRR, 2024

Efficient Feature Extraction and Classification Architecture for MRI-Based Brain Tumor Detection.

Plabon Paul, Md. Nazmul Islam, Fazle Rafsani, Pegah Khorasani, Shovito Barua Soumma

CoRR, 2024

Self-Supervised Learning and Opportunistic Inference for Continuous Monitoring of Freezing of Gait in Parkinson's Disease.

Shovito Barua Soumma, Kartik Mangipudi, Daniel Peterson, Shyamal Mehta, Hassan Ghasemzadeh

CoRR, 2024

Wearable-Based Real-time Freezing of Gait Detection in Parkinson's Disease Using Self-Supervised Learning.

Shovito Barua Soumma, Kartik Mangipudi, Daniel Peterson, Shyamal Mehta, Hassan Ghasemzadeh

CoRR, 2024