PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models. - 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 (CoRR, 2025)

How Bidirectionality Helps Language Models Learn Better via Dynamic Bottleneck Estimation. - Md. Kowsher; Nusrat Jahan Prottasha; Shiyun Xu; Shetu Mohanto; Chen Chen; Ozlem O. Garibay; Niloofar Yousefi 001 (CoRR, 2025)