PFSNet: A prototypical federated siamese network for few-shot cervical cancer detection.

Pranab Sahoo https://orcid.org/0000-0002-0784-1908

Pranab Sahoo Jay Gala Sriparna Saha 0001 Sujit Chowdhury Samrat Mondal PFSNet: A prototypical federated siamese network for few-shot cervical cancer detection. 109265 2026 114 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2025.109265 db/journals/bspc/bspc114.html#SahooGSCM26 streams/journals/bspc

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal Heterogeneity-Aware Federated Learning for Medical Image Classification With Dynamic Parameter Optimization. 2026 June 3118-3129 7 IEEE Trans. Artif. Intell. 6 https://doi.org/10.1109/TAI.2025.3634272 db/journals/tai/tai7.html#SahooTSM26 streams/journals/tai

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal Harnessing Heterogeneity: Improving Convergence Through Partial Variance Control in Federated Learning. 2026 2026 Trans. Mach. Learn. Res. https://openreview.net/forum?id=I9VhJ5iLNr db/journals/tmlr/tmlr2026.html#SahooTSM26 streams/journals/tmlr

Ashutosh Tripathi Surya Deep Singh Pranab Sahoo Sriparna Saha 0001 LAARA: Layer-Aware Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning. 2026 July abs/2607.19391 CoRR https://doi.org/10.48550/arXiv.2607.19391 db/journals/corr/corr2607.html#abs-2607-19391 streams/journals/corr

Pranab Sahoo Sriparna Saha 0001 Saksham Kumar Sharma Samrat Mondal Boosting cervical cancer detection with a multi-stage architecture and complementary information fusion. 1191-1206 2025 January 29 Soft Comput. 2 https://doi.org/10.1007/s00500-025-10491-5 db/journals/soco/soco29.html#SahooSSM25 streams/journals/soco

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal Jyoti Prakash Singh Bhisham Sharma AdaFedProx: A Heterogeneity-Aware Federated Deep Reinforcement Learning for Medical Image Classification. 1432-1441 2025 February 71 IEEE Trans. Consumer Electron. 1 https://doi.org/10.1109/TCE.2024.3461849 db/journals/tce/tce71.html#SahooTSMSS25 streams/journals/tce

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated Learning. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=8M3XfmNhTZ db/journals/tmlr/tmlr2025.html#SahooTSM25 streams/journals/tmlr

Pranab Sahoo Sriparna Saha 0001 Saksham Kumar Sharma Samrat Mondal Suraj Gowda A Multi-stage framework for COVID-19 detection and severity assessment from chest radiography images using advanced fuzzy ensemble technique. 121724 2024 March 238 Expert Syst. Appl. Part B https://doi.org/10.1016/j.eswa.2023.121724 db/journals/eswa/eswa238.html#SahooSSMG24

Pranab Sahoo Ayush Kumar Singh Sriparna Saha 0001 Aman Chadha Samrat Mondal Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development. 11214-11226 2024 ACL (Findings) https://doi.org/10.18653/v1/2024.findings-acl.667 https://aclanthology.org/2024.findings-acl.667 conf/acl/2024f db/conf/acl/acl2024f.html#SahooS0CM24 Pranab Sahoo Prabhash Meharia Akash Ghosh Sriparna Saha 0001 Vinija Jain Aman Chadha A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models. 11709-11724 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.685 https://aclanthology.org/2024.findings-emnlp.685 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#SahooMG0JC24 Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging. 640-649 2024 MICCAI (3) https://doi.org/10.1007/978-3-031-72384-1_60 conf/miccai/2024-3 db/conf/miccai/miccai2024-3.html#SahooTSM24 streams/conf/miccai

Pranab Sahoo Ayush Kumar Singh Sriparna Saha 0001 Vinija Jain Samrat Mondal Aman Chadha A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications. 2024 abs/2402.07927 CoRR https://doi.org/10.48550/arXiv.2402.07927 db/journals/corr/corr2402.html#abs-2402-07927

Pranab Sahoo Prabhash Meharia Akash Ghosh Sriparna Saha 0001 Vinija Jain Aman Chadha Unveiling Hallucination in Text, Image, Video, and Audio Foundation Models: A Comprehensive Survey. 2024 abs/2405.09589 CoRR https://doi.org/10.48550/arXiv.2405.09589 db/journals/corr/corr2405.html#abs-2405-09589

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging. 2024 abs/2407.05800 CoRR https://doi.org/10.48550/arXiv.2407.05800 db/journals/corr/corr2407.html#abs-2407-05800 streams/journals/corr

Pranab Sahoo Ashutosh Tripathi Sriparna Saha 0001 Samrat Mondal FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated Learning. 2024 abs/2412.04416 CoRR https://doi.org/10.48550/arXiv.2412.04416 db/journals/corr/corr2412.html#abs-2412-04416 streams/journals/corr

Pranab Sahoo Sriparna Saha 0001 Samrat Mondal Manjeevan Seera Saksham Kumar Sharma Manish Kumar Enhancing Computer-Aided Cervical Cancer Detection Using a Novel Fuzzy Rank-Based Fusion. 145281-145294 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3346764 db/journals/access/access11.html#SahooSMSSK23

Pranab Sahoo Saksham Kumar Sharma Sriparna Saha 0001 Samrat Mondal A Federated Multi-stage Light-Weight Vision Transformer for Respiratory Disease Detection. 300-311 2023 ICONIP (10) https://doi.org/10.1007/978-981-99-8141-0_23 conf/iconip/2023-10 db/conf/iconip/iconip2023-10.html#SahooS0M23 Pranab Sahoo Sriparna Saha 0001 Samrat Mondal Suraj Gowda Vision Transformer Based COVID-19 Detection Using Chest CT-scan images. 1-4 2022 BHI https://doi.org/10.1109/BHI56158.2022.9926823 conf/bhi/2022 db/conf/bhi/bhi2022.html#SahooSMG22 Pranab Sahoo Sriparna Saha 0001 Samrat Mondal Sujit Chowdhury Suraj Gowda Vision Transformer-Based Federated Learning for COVID-19 Detection Using Chest X-Ray. 77-88 2022 ICONIP (7) https://doi.org/10.1007/978-981-99-1648-1_7 conf/iconip/2022-7 db/conf/iconip/iconip2022-7.html#Sahoo0MCG22 Pranab Sahoo Sriparna Saha 0001 Samrat Mondal Nelson Sharma COVID-19 Detection from Lung Ultrasound Images using a Fuzzy Ensemble-based Transfer Learning Technique. 5170-5176 2022 ICPR https://doi.org/10.1109/ICPR56361.2022.9956499 conf/icpr/2022 db/conf/icpr/icpr2022.html#Sahoo0MS22 Pranab Sahoo Sriparna Saha 0001 Samrat Mondal Sujit Chowdhury Suraj Gowda Computer-Aided COVID-19 Screening from Chest CT-Scan using a Fuzzy Ensemble-based Technique. 1-8 2022 IJCNN https://doi.org/10.1109/IJCNN55064.2022.9892085 conf/ijcnn/2022 db/conf/ijcnn/ijcnn2022.html#SahooSMCG22 Aman Chadha Sujit Chowdhury Jay Gala Akash Ghosh Suraj Gowda Vinija Jain Manish Kumar Prabhash Meharia Samrat Mondal Sriparna Saha 0001 Manjeevan Seera Bhisham Sharma Nelson Sharma Saksham Kumar Sharma Ayush Kumar Singh Jyoti Prakash Singh Surya Deep Singh Ashutosh Tripathi