Monkey Jump : MoE-Style PEFT for Efficient Multi-Task Learning.

Nusrat Jahan Prottasha

Nusrat Jahan Prottasha Md Kowsher Chun-Nam Yu Chen Chen Ozlem O. Garibay Monkey Jump : MoE-Style PEFT for Efficient Multi-Task Learning. 2026 January abs/2601.06356 CoRR https://doi.org/10.48550/arXiv.2601.06356 db/journals/corr/corr2601.html#abs-2601-06356 streams/journals/corr

Md Kowsher Haris Mansoor Nusrat Jahan Prottasha Özlem Özmen Garibay Victor Zhu Zhengping Ji Chen Chen LiME: Lightweight Mixture of Experts for Efficient Multimodal Multi-task Learning. 2026 April abs/2604.02338 CoRR https://doi.org/10.48550/arXiv.2604.02338 db/journals/corr/corr2604.html#abs-2604-02338 streams/journals/corr

Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Chun-Nam Yu Mojtaba Soltanalian Ivan Garibay Ozlem O. Garibay Chen Chen Niloofar Yousefi 0001 Predicting Through Generation: Why Generation Is Better for Prediction. 26845-26871 2025 ACL (1) https://doi.org/10.18653/v1/2025.acl-long.1303 https://aclanthology.org/2025.acl-long.1303/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#KowsherPBYSGGC025 Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Propulsion: Steering LLM with Tiny Fine-Tuning. 7569-7597 2025 COLING https://aclanthology.org/2025.coling-main.506/ conf/coling/2025 db/conf/coling/coling2025.html#KowsherPB25 Md. Kowsher Nusrat Jahan Prottasha Chun-Nam Yu Ozlem O. Garibay Niloofar Yousefi 0001 Does Self-Attention Need Separate Weights in Transformers? 535-543 2025 NAACL (Industry Track) https://doi.org/10.18653/v1/2025.naacl-industry.44 https://aclanthology.org/2025.naacl-industry.44/ conf/naacl/2025-3 db/conf/naacl/naacl2025-3.html#KowsherPYGY25 streams/conf/naacl Mohammad Jahid Ibna Basher Md. Kowsher Md Saiful Islam Rabindra Nath Nandi Nusrat Jahan Prottasha Mehadi Hasan Menon Tareq Al Muntasir Shammur Absar Chowdhury Firoj Alam Niloofar Yousefi 0001 Ozlem O. Garibay BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting. 4956-4968 2025 NAACL (Findings) https://doi.org/10.18653/v1/2025.findings-naacl.279 https://aclanthology.org/2025.findings-naacl.279/ conf/naacl/2025f db/conf/naacl/naacl2025f.html#BasherKINPMMCAYG25 streams/conf/naacl

Mohammad Jahid Ibna Basher Md. Kowsher Md Saiful Islam Rabindra Nath Nandi Nusrat Jahan Prottasha Mehadi Hasan Menon Tareq Al Muntasir Shammur Absar Chowdhury Firoj Alam Niloofar Yousefi 0001 Ozlem O. Garibay BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting. 2025 February abs/2502.05729 CoRR https://doi.org/10.48550/arXiv.2502.05729 db/journals/corr/corr2502.html#abs-2502-05729 streams/journals/corr

Nusrat Jahan Prottasha Md. Kowsher Hafijur Raman Israt Jahan Anny Prakash Bhat Ivan Garibay Ozlem O. Garibay User Profile with Large Language Models: Construction, Updating, and Benchmarking. 2025 February abs/2502.10660 CoRR https://doi.org/10.48550/arXiv.2502.10660 db/journals/corr/corr2502.html#abs-2502-10660 streams/journals/corr

Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Chun-Nam Yu Mojtaba Soltanalian Ivan Garibay Ozlem O. Garibay Chen Chen Niloofar Yousefi 0001 Predicting Through Generation: Why Generation Is Better for Prediction. 2025 February abs/2502.17817 CoRR https://doi.org/10.48550/arXiv.2502.17817 db/journals/corr/corr2502.html#abs-2502-17817 streams/journals/corr

Nusrat Jahan Prottasha Upama Roy Chowdhury Shetu Mohanto Tasfia Nuzhat Abdullah As Sami Md Shamol Ali Md. Shohanur Islam Sobuj Hafijur Raman Md. Kowsher Ozlem O. Garibay PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models. 2025 April abs/2504.14117 CoRR https://doi.org/10.48550/arXiv.2504.14117 db/journals/corr/corr2504.html#abs-2504-14117 streams/journals/corr

Md. Kowsher Nusrat Jahan Prottasha Shiyun Xu Shetu Mohanto Chen Chen Ozlem O. Garibay Niloofar Yousefi 0001 How Bidirectionality Helps Language Models Learn Better via Dynamic Bottleneck Estimation. 2025 June abs/2506.00859 CoRR https://doi.org/10.48550/arXiv.2506.00859 db/journals/corr/corr2506.html#abs-2506-00859 streams/journals/corr

Saydul Akbar Murad Zafril Rizal M. Azmi Abu Jafar Md Muzahid Md. Khairul Bashar Bhuiyan Md Saib Nick Rahimi Nusrat Jahan Prottasha Anupam Kumar Bairagi SG-PBFS: Shortest Gap-Priority Based Fair Scheduling technique for job scheduling in cloud environment. 232-242 2024 January 150 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2023.09.005 db/journals/fgcs/fgcs150.html#MuradAMBSRPB24

Md. Kowsher Md. Shohanur Islam Sobuj Asif Mahmud Nusrat Jahan Prottasha Prakash Bhat L-Tuning: Synchronized Label Tuning for Prompt and Prefix in LLMS. 2024 Tiny Papers @ ICLR https://openreview.net/forum?id=zv3xpxqjjB conf/iclr/2024tiny db/conf/iclr/iclr2024tiny.html#KowsherSMPB24 Md. Kowsher Ritesh Panditi Nusrat Jahan Prottasha Prakash Bhat Anupam Kumar Bairagi Mohammad Shamsul Arefin Token Trails: Navigating Contextual Depths in Conversational AI with ChatLLM. 56-67 2024 NLDB (2) https://doi.org/10.1007/978-3-031-70242-6_6 conf/nldb/2024-2 db/conf/nldb/nldb2024-2.html#KowsherPPBBA24 streams/conf/nldb

Md. Kowsher Md. Shohanur Islam Sobuj Asif Mahmud Nusrat Jahan Prottasha Prakash Bhat L-TUNING: Synchronized Label Tuning for Prompt and Prefix in LLMs. 2024 abs/2402.01643 CoRR https://doi.org/10.48550/arXiv.2402.01643 db/journals/corr/corr2402.html#abs-2402-01643

Md. Kowsher Ritesh Panditi Nusrat Jahan Prottasha Prakash Bhat Anupam Kumar Bairagi Mohammad Shamsul Arefin Token Trails: Navigating Contextual Depths in Conversational AI with ChatLLM. 2024 abs/2404.02402 CoRR https://doi.org/10.48550/arXiv.2404.02402 db/journals/corr/corr2404.html#abs-2404-02402

Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Propulsion: Steering LLM with Tiny Fine-Tuning. 2024 abs/2409.10927 CoRR https://doi.org/10.48550/arXiv.2409.10927 db/journals/corr/corr2409.html#abs-2409-10927 streams/journals/corr

Nusrat Jahan Prottasha Asif Mahmud Md. Shohanur Islam Sobuj Prakash Bhat Md. Kowsher Niloofar Yousefi 0001 Özlem Özmen Garibay Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning. 2024 abs/2410.08598 CoRR https://doi.org/10.48550/arXiv.2410.08598 db/journals/corr/corr2410.html#abs-2410-08598 streams/journals/corr

Md. Kowsher Md. Shohanur Islam Sobuj Nusrat Jahan Prottasha E. Alejandro Alanis Özlem Özmen Garibay Niloofar Yousefi 0001 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting. 2024 abs/2410.11674 CoRR https://doi.org/10.48550/arXiv.2410.11674 db/journals/corr/corr2410.html#abs-2410-11674 streams/journals/corr

Md. Kowsher Nusrat Jahan Prottasha Chun-Nam Yu Ozlem O. Garibay Niloofar Yousefi 0001 Does Self-Attention Need Separate Weights in Transformers? 2024 abs/2412.00359 CoRR https://doi.org/10.48550/arXiv.2412.00359 db/journals/corr/corr2412.html#abs-2412-00359 streams/journals/corr

Nusrat Jahan Prottasha Saydul Akbar Murad Abu Jafar Md Muzahid Masud Rana Md. Kowsher Apurba Adhikary Sujit Biswas Anupam Kumar Bairagi Impact learning: A learning method from feature's impact and competition. 102011 2023 May 69 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2023.102011 db/journals/jocs/jocs69.html#ProttashaMMRKABB23

Md. Kowsher Abdullah As Sami Nusrat Jahan Prottasha Mohammad Shamsul Arefin Pranab Kumar Dhar Takeshi Koshiba Bangla-BERT: Transformer-Based Efficient Model for Transfer Learning and Language Understanding. 91855-91870 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3197662 https://www.wikidata.org/entity/Q125296112 db/journals/access/access10.html#KowsherSPADK22

Nusrat Jahan Prottasha Abdullah As Sami Md. Kowsher Saydul Akbar Murad Anupam Kumar Bairagi Mehedi Masud Mohammed Baz Transfer Learning for Sentiment Analysis Using BERT Based Supervised Fine-Tuning. 4157 2022 22 Sensors 11 https://doi.org/10.3390/s22114157 db/journals/sensors/sensors22.html#ProttashaSKMBMB22

Nusrat Jahan Prottasha Saydul Akbar Murad Abu Jafar Md Muzahid Masud Rana Md. Kowsher Apurba Adhikary Sujit Biswas Anupam Kumar Bairagi Impact Learning: A Learning Method from Features Impact and Competition. 2022 abs/2211.02263 CoRR https://doi.org/10.48550/arXiv.2211.02263 db/journals/corr/corr2211.html#abs-2211-02263

Md. Kowsher Imran Hossen Anik Tahabilder Nusrat Jahan Prottasha Md. Murad Hossain Sarker Nazmul Ahasan Md Imdadul Hoque SDSV: Angle Measurement for Supervised Classification. 216-223 2021 ACLING https://doi.org/10.1016/j.procs.2021.05.085 conf/acling/2021 db/conf/acling/acling2021.html#KowsherHTPSAH21 Apurba Adhikary Nazmul Ahasan Firoj Alam E. Alejandro Alanis Md Shamol Ali Israt Jahan Anny Mohammad Shamsul Arefin Zafril Rizal M. Azmi Anupam Kumar Bairagi Mohammad Jahid Ibna Basher Mohammed Baz Prakash Bhat Md. Khairul Bashar Bhuiyan Sujit Biswas Chen Chen Shammur Absar Chowdhury Upama Roy Chowdhury Pranab Kumar Dhar Ivan Garibay Ozlem O. GaribayÖzlem Özmen Garibay Md Imdadul Hoque Imran Hossen Md. Saiful IslamMd Saiful Islam Zhengping Ji Takeshi Koshiba Md Kowsher Md. Kowsher Asif Mahmud Haris Mansoor Mehedi Masud Mehadi Hasan Menon Shetu Mohanto Tareq Al Muntasir Saydul Akbar Murad Abu Jafar Md Muzahid Rabindra Nath Nandi Tasfia Nuzhat Ritesh Panditi Nick Rahimi Hafijur Raman Masud Rana Md Saib Abdullah As Sami Md. Murad Hossain Sarker Md. Shohanur Islam Sobuj Mojtaba Soltanalian Anik Tahabilder Shiyun Xu Niloofar Yousefi 0001 Chun-Nam Yu Victor Zhu