second article presents a low-cost neural architecture search method, which integrates Reg Block, neural tangent kernel, and a three-stage evolutionary algorithm. The third article proposes a deep pixel restoration loop coding network based on predictive coding and real frames. In Society Briefs, we welcome our newly elected Administrative Committee members who will help govern and administer our society. We also congratulate our newly elevated IEEE Fellows and celebrate their outstanding achievements and contributions in their respective areas of expertise. Please enjoy the articles in this issue. If you have any suggestions or feedback for this magazine, please do not hesitate to contact me at ckting@cs.nthu.edu.tw. MAY 2023 | IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE 3http://www.ieee.org/about/ https://cis.ieee.org/images/files/Documents/call-for-papers/cim/CIM-SI-DLAD_CFP.pdf https://cis.ieee.org/images/files/Publications/TNNLS/special-issues/IEEE_TNNLS_Special_Issue_on_Trustworthy_Federated_Learning_CFP.pdf https://cis.ieee.org/images/files/Publications/TNNLS/special-issues/IEEE_TNNLS_Special_Issue_on_Trustworthy_Federated_Learning_CFP.pdf http://tai.amlnsd.com/