2 papers
cs.LG2026
Neuron-Aware Active Few-Shot Learning for LLMs
Zhuowei Chen, Liwei Chen, Christian Schunn +2
Active Few-Shot Learning (AFSL) adapts LLMs to specialized domains by identifying the most valuable unlabeled samples for annotation and use as few-shot demonstrations, effectively…
cs.CL2026
REAL: A Reasoning-Enhanced Graph Framework for Long-Term Memory Management of LLMs
Keer Lu, Liwei Chen, Guoqing Jiang +3
Large Language Models (LLMs) are increasingly expected to interact with users over long time horizons. However, due to their finite context window, LLMs cannot retain all past inte…