3 papers
cs.DC2026
REBASE: Device-Cloud Experience Coherence for GUI Agents Across App Updates
Beining Wu, Jun Huang, Yanxiao Zhao
A graphical user interface (GUI) agent that ships on a phone runs a small model and reuses experience: action paths recorded on earlier runs and cached from the cloud. When an app…
eess.SP2026
BR-FiLM: Bounded Residual Channel-Quality Conditioning for Automatic Modulation Recognition
Tahmid Zaman Tahi, Syed Samiul Alam, Haolin Tang +3
Automatic Modulation Recognition (AMR) plays a crucial role in enabling robust, adaptive, and secure communication for military and civilian applications. Deep learning has enabled…
cs.LG2026
Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory
Beining Wu, Zihao Ding, Jun Huang +1
On-device language-model agents improve by accumulating experience in retrieved memory rather than by updating weights. This memory is hard-bounded and exposed: it consumes RAM and…