</> Code with Papers by Syntology

Methods › General › Stochastic Optimization › Adam › Papers where code ran, page 16

Adam

Papers archive 2025-07-28

archive papers tagged: 24,390 · with a code link: 10,944 · where Syntology ran a sample: 3,424 (2,899 with a run with no instrument failure, 525 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (3,424 of 24,390 tagged: 2,899 with a run with no instrument failure, 525 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not isolate this method inside it.

Page 16 of 35: papers 1,501 to 1,600 of the 3,424 tagged papers where Syntology ran at least one harvested sample (2,899 with a run with no instrument failure, 525 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.