Methods › General › Stochastic Optimization › MAS › Papers where code ran, page 1
Mixing Adam and SGD
MAS
Papers archive 2025-07-28
archive papers tagged: 207 · with a code link: 46 · where Syntology ran a sample: 8 (8 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (8 of 207 tagged: 8 with a run with no instrument failure, 0 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 1 of 1: papers 1 to 8 of the 8 tagged papers where Syntology ran at least one harvested sample (8 with a run with no instrument failure, 0 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.
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OMAC: A Broad Optimization Framework for LLM-Based Multi-Agent Collaboration 17 May 2025 · 1 repository · arXiv:2505.11765Syntology official: no sample here; runs from other or unrecorded repositories · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples)
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Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning 14 Apr 2025 · 1 repository · arXiv:2504.09772Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Parallelized Planning-Acting for Efficient LLM-based Multi-Agent Systems 5 Mar 2025 · 1 repository · arXiv:2503.03505Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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MasRouter: Learning to Route LLMs for Multi-Agent Systems 16 Feb 2025 · 1 repository · arXiv:2502.11133Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 13 harvested samples) · 4 pointer-only (licence)
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AgentMonitor: A Plug-and-Play Framework for Predictive and Secure Multi-Agent Systems 27 Aug 2024 · 1 repository · arXiv:2408.14972Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Autonomous Agents for Collaborative Task under Information Asymmetry 21 Jun 2024 · 2 repositories · arXiv:2406.14928Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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MAS-SAM: Segment Any Marine Animal with Aggregated Features 24 Apr 2024 · 1 repository · arXiv:2404.15700Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (of 20 harvested samples) · 20 pointer-only (licence)
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On Efficient Reinforcement Learning for Full-length Game of StarCraft II 23 Sep 2022 · 2 repositories · arXiv:2209.11553Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples)