2 papers
cs.CV2026
Revisiting Unknowns: Towards Effective and Efficient Open-Set Active Learning
Chen-Chen Zong, Yu-Qi Chi, Xie-Yang Wang +2
Open-set active learning (OSAL) aims to identify informative samples for annotation when unlabeled data may contain previously unseen classes-a common challenge in safety-critical…
cs.AI2026
Adaptive Memory Admission Control for LLM Agents
Guilin Zhang, Wei Jiang, Xiejiashan Wang +5
LLM-based agents increasingly rely on long-term memory to support multi-session reasoning and interaction, yet current systems provide little control over what information is retai…