2 papers
cs.SE2026
Adaptive Confidence Gating in Multi-Agent Collaboration for Efficient and Optimized Code Generation
Haoji Zhang, Yuzhe Li, Zhenqiang Liu +3
While Large Language Models (LLMs) have catalyzed breakthroughs in automated code generation, Small Language Models (SLMs) often encounter reasoning bottlenecks and failure loops w…
cs.CL2025
DropLoRA: Sparse Low-Rank Adaptation for Parameter-Efficient Fine-Tuning
Haojie Zhang
LoRA-based large model parameter-efficient fine-tuning (PEFT) methods use low-rank de- composition to approximate updates to model parameters. However, compared to full- parameter…