2 papers
cs.AI2026
SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation
Nitin Vetcha, Dianbo Liu
Despite the remarkable success of large language models (LLMs), they still face bottlenecks while deploying in dynamic, real-world settings with primary challenges being concept dr…
cs.LG2025
LODAP: On-Device Incremental Learning Via Lightweight Operations and Data Pruning
Biqing Duan, Qing Wang, Di Liu +3
Incremental learning that learns new classes over time after the model's deployment is becoming increasingly crucial, particularly for industrial edge systems, where it is difficul…