43 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Great Bay University9 papers
- Beihang UniversityCN6 papers
- California State University, NorthridgeUS4 papers
- Chinese Academy of SciencesCN3 papers
- Southern University of Science and TechnologyCN3 papers
- California Institute of TechnologyUS2 papers
- Chinese University of Hong KongHK2 papers
- Fudan UniversityCN2 papers
- Great Lakes Research Group (United States)US2 papers
- Hunan UniversityCN2 papers
- Institute of Theoretical PhysicsCN2 papers
- Korea Advanced Institute of Science and TechnologyKR2 papers
Showing 2025 · cs.LGShow all
2 papers · 2 filters
cs.LG2025
Memory-Augmented Architecture for Long-Term Context Handling in Large Language Models
Haseeb Ullah Khan Shinwari, Muhammad Usama
Large Language Models face significant challenges in maintaining coherent interactions over extended dialogues due to their limited contextual memory. This limitation often leads t…
cs.LG2025★ 3 cited
ARD-LoRA: Dynamic Rank Allocation for Parameter-Efficient Fine-Tuning of Foundation Models with Heterogeneous Adaptation Needs
Haseeb Ullah Khan Shinwari, Muhammad Usama
Conventional Low-Rank Adaptation (LoRA) methods employ a fixed rank, imposing uniform adaptation across transformer layers and attention heads despite their heterogeneous learning…