2 papers
cs.CL2026
ChainDoRA: Tensor-Train Factorized Weight-Decomposed Low-Rank Adaptation for Parameter-Efficient LLM Fine-Tuning
Ashfak Yeafi, Mehedi Hasan, Md Khairul Islam
Parameter-efficient fine-tuning (PEFT) adapts large language models (LLMs) to downstream tasks while updating only a small fraction of their pretrained parameters. Low-Rank Adaptat…
cs.CV2026
Linear Multi-Timescale Retention as a Memory-Efficient Vision-Language Bridge
Ashfak Yeafi, Mehedi Hasan, Md Khairul Islam
Vision-Language Models (VLMs) face a critical computational bottleneck when processing high-resolution imagery due to the memory complexity of Softmax Multi-Head Attention…