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 updates, part of this experience becomes silently wrong. On nine real app version pairs, an agent carrying experience recorded on the old ve...
Bei-Ning Wu, Jun Huang, Yan-Xiao Zhao· 3 citations
Bounded Residual Feature-wise Linear Modulation (BR-FiLM), a channel-quality conditioning block for AMR, which can be inserted into AMR classifiers with intermediate feature representations is proposed, as validated through paired statistical testing.
T. Tahi, Syed Samiul Alam, Haolin Tang et al.· 0 citations
Simulation results indicate that the proposed E2E-CsiNet outperforms representative CSI feedback methods and deep learning–based end-to-end estimation and feedback baselines and achieves superior accuracy in CSI reconstruction.
Syed Samiul Alam, Yan-Xiao Zhao, Haolin Tang et al.· IEEE Transactions on Machine...· 0 citations
In large-scale reconfigurable intelligent surface (RIS)-assisted non-orthogonal multiple access (NOMA) systems, achieving energy-efficient communication while obtaining full channel state information (CSI) is challenging due to prohibitive pilot overhead. The joint CSI estimation and RIS phase shift prediction pose a t...
Syed Samiul Alam, Yanxiao Zhao, Haolin Tang et al.· International Conference on...· 0 citations
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