Advances in Civil Engineering publishes original research articles as well as review articles in all areas of civil engineering. The journal welcomes submissions across a range of disciplines, and publishes both theoretical and practical studies.
M. Leifer. (2014)cite arxiv:1409.1570Comment: 88 pages, 15 figures, and a lot of sleepless nights. v2 is the journal version. Reformatted in journal format, references updated, many typo corrections and other minor updates. TeX source had to be modified slightly to compile using the arXiv autocompiler, so I recommend downloading the journal version from http://quanta.ws/ojs/index.php/quanta/article/view/22.
S. Gunasekar, J. Lee, D. Soudry, and N. Srebro. (2018)cite arxiv:1802.08246Comment: (1) A bug in the proof of implicit bias for matrix factorization was fixed. v2 gives a characterization of the asymptotic bias of the factor matrices, while v1 made a stronger claim on the limit direction of the unfactored matrix. (2) v2 also includes new results on implicit bias of mirror descent with realizable affine constraints.
D. Soudry, E. Hoffer, M. Nacson, S. Gunasekar, and N. Srebro. (2017)cite arxiv:1710.10345Comment: Final JMLR version, with improved discussions over v3. Main improvements in journal version over conference version (v2 appeared in ICLR): We proved the measure zero case for main theorem (with implications for the rates), and the multi-class case.