11 citations · 35 across the 19 of their papers we have counts for
Showing 2026 · cs.LGShow all
2 papers · 2 filters
cs.LG2026
Low-Rank Adaptation Redux for Large Models
Bingcong Li, Yilang Zhang, Georgios B. Giannakis
Low-rank adaptation (LoRA) has emerged as the de facto standard for parameter-efficient fine-tuning (PEFT) of foundation models, enabling the adaptation of billion-parameter networ…
cs.LG2026
ANCRe: Adaptive Neural Connection Reassignment for Efficient Depth Scaling
Yilang Zhang, Bingcong Li, Niao He +1
Scaling network depth has been a central driver behind the success of modern foundation models, yet recent investigations suggest that deep layers are often underutilized. This pap…