AAAI

DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices

DFDT：用于边缘设备的物联网数据流挖掘动态快速决策树

Afonso Lourenço, João Rodrigo, João Gama, Goreti Marreiros

AI总结 DFDT是一种用于边缘设备的内存受限在线学习算法，通过活动感知预剪枝和自适应宽容期提升数据流挖掘效率，减少超参数调优需求。

Comments Accepted at 40th Annual AAAI Conference on Artificial Intelligence (AAAI 26)

SAMCL: Empowering SAM to Continually Learn from Dynamic Domains with Extreme Storage Efficiency

SAMCL: 通过极高效存储使SAM持续学习动态领域

Zeqing Wang, Kangye Ji, Di Wang, Haibin Zhang, Fei Cheng

AI总结 SAMCL通过高效存储和模块选择机制，使SAM在动态领域中实现持续学习，减少存储需求并提升领域适应性。

Comments Accepted by AAAI'26