Methods › General › Hyperparameter Search › Random Search › Papers where code ran, page 1
Random Search
Papers archive 2025-07-28
archive papers tagged: 256 · with a code link: 89 · where Syntology ran a sample: 19 (17 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (19 of 256 tagged: 17 with a run with no instrument failure, 2 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 19 of the 19 tagged papers where Syntology ran at least one harvested sample (17 with a run with no instrument failure, 2 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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T-SCEND: Test-time Scalable MCTS-enhanced Diffusion Model 4 Feb 2025 · 1 repository · arXiv:2502.01989Syntology official (archive's flag): 12 ran · 26 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 2 honoured, 3 violated, 14 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (of 34 harvested samples)
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Improved Few-Shot Jailbreaking Can Circumvent Aligned Language Models and Their Defenses 3 Jun 2024 · 1 repository · arXiv:2406.01288Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 11 harvested samples)
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Don't Waste Your Time: Early Stopping Cross-Validation 6 May 2024 · 1 repository · arXiv:2405.03389Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Boosting Jailbreak Attack with Momentum 2 May 2024 · 1 repository · arXiv:2405.01229Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks 2 Apr 2024 · 1 repository · arXiv:2404.02151Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
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Using Large Language Models for Hyperparameter Optimization 7 Dec 2023 · 1 repository · arXiv:2312.04528Syntology 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, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Vulnerabilities in Video Quality Assessment Models: The Challenge of Adversarial Attacks 24 Sep 2023 · 1 repository · arXiv:2309.13609Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations 1 Jun 2021 · 1 repository · arXiv:2106.00786Syntology official (archive's flag): 1 ran · 1 ran (of which 1 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) · 3 unverified; the one sample that ran constructed an object rather than computing a result (of 4 harvested samples)
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Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians 26 Oct 2020 · 1 repository · arXiv:2010.13514Syntology official (archive's flag): 1 ran · 1 ran (of which 1 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
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Hyperparameter Ensembles for Robustness and Uncertainty Quantification 24 Jun 2020 · 3 repositories · arXiv:2006.13570Syntology official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples)
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Learning to Guide Random Search 25 Apr 2020 · 1 repository · arXiv:2004.12214Syntology official (archive's flag): 2 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples)
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Local Search is a Remarkably Strong Baseline for Neural Architecture Search 20 Apr 2020 · 2 repositories · arXiv:2004.08996Syntology 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) · 0 unverified (of 8 harvested samples)
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To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing 11 Feb 2020 · 1 repository · arXiv:2002.04289Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
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Machine learning enables completely automatic tuning of a quantum device faster than human experts 8 Jan 2020 · 2 repositories · arXiv:2001.02589Syntology 16 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 19 harvested samples)
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Random Search and Reproducibility for Neural Architecture Search 20 Feb 2019 · 4 repositories · arXiv:1902.07638Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Learnable Embedding Space for Efficient Neural Architecture Compression 1 Feb 2019 · 2 repositories · arXiv:1902.00383Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Graph HyperNetworks for Neural Architecture Search 12 Oct 2018 · 2 repositories · arXiv:1810.05749Syntology 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Simple random search provides a competitive approach to reinforcement learning 19 Mar 2018 · 26 repositories · arXiv:1803.07055Syntology community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 15 harvested samples) · 3 pointer-only (licence)
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Hyperparameter Optimization: A Spectral Approach 2 Jun 2017 · 1 repository · arXiv:1706.00764Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)