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Algorithm

Syntologyentry name in harvested coderead from the graph 2026-09-24

Algorithm appears in the code Syntology harvested for 26 papers, as 30 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 14 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named Algorithm do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 14 of the 30 distinct code bodies named Algorithm; 16 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
14ran
16unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 30 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

26 papers shown of 26, newest first; 30 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 2 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
BBOWP-Bench: Evaluating LLMs on Black-Box Optimization Word Problems added by Syntology 2026-08 (from id) shiralab/bbowp-bench/src/bbowp/schema/bbowp.py 7e046ec2ef093a19 ran MIT (permissive)
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs added by Syntology 2026-02 (from id) Sora-Miyamoto/bg-mcts/treesearch/src/treesearch/algos/bg_mcts.py f00978caea326175 unverified Apache-2.0 (permissive)
NeuronTune: Towards Self-Guided Spurious Bias Mitigation 29 May 2025 gtzheng/neurontune/algorithms/neuron_tune.py 7a4ce898b756fc69 unverified no licence file found · pointer only
ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models 20 May 2025 gtzheng/ShortcutProbe/algorithms/shortcut_probe.py 9c581ceeab1e7194 unverified no licence file found · pointer only
Diffusing States and Matching Scores: A New Framework for Imitation Learning 17 Oct 2024 ziqian2000/smiling/algorithm/diffusion.py e44a493bd51f52ec ran licence not identified · pointer only
Safety through feedback in Constrained RL 28 Jun 2024 shshnkreddy/RLSF/Sources/algo/prefim.py 61bc5c3a0320b9ea unverified no licence file found · pointer only
Fair Classification with Partial Feedback: An Exploration-Based Data Collection Approach 17 Feb 2024 vijaykeswani/fair-classification-with-partial-feedback/algorithms.py fef8b9fd9fb75796 unverified no licence file found · pointer only
Cross Contrasting Feature Perturbation for Domain Generalization 24 Jul 2023 hackmebroo/cross-contrasting-feature-perturbation-for-domain-generalization/algorithms.py d4ab1855fefe42b4 ran no licence file found · pointer only
Distance Weighted Supervised Learning for Offline Interaction Data 26 Apr 2023 jhejna/dwsl/research/algs/dwsl.py 0bc5a55290b00b3d unverified MIT (permissive)
Sharpness-Aware Gradient Matching for Domain Generalization 18 Mar 2023 wang-pengfei/sagm/domainbed/algorithms/algorithms.py d67127a3c5e535a0 ran · metamorphic tier: deterministic MIT (permissive)
Domain Generalization through the Lens of Angular Invariance 28 Oct 2022 JinYujie99/aidgn/domainbed/algorithms.py 18d68e605bd8675c ran no licence file found · pointer only
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization 29 May 2022 ibm/mri/custom_algorithms.py 60d5898728b2ef53 ran MIT (permissive)
Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret 25 May 2022 jiaweihhuang/tiered-rl-experiments/Tabular_MDP.py 2e1f15ef32cf7d0a ran no licence file found · pointer only
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization 9 Apr 2022 oodbag/w2d/DomainBed/domainbed/algorithms.py f4f62760b15a2f01 ran · metamorphic tier: deterministic no licence file found · pointer only
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond 17 Mar 2022 YyzHarry/multi-domain-imbalance/mdlt/learning/algorithms.py bd0ab0e227b395a8 ran MIT (permissive)
Controlling Directions Orthogonal to a Classifier 27 Jan 2022 newbeeer/orthogonal_classifier/style_transfer/algorithms.py 448c00adc68aba1e unverified no licence file found · pointer only
Stochastic Gradient Descent-Ascent and Consensus Optimization for Smooth Games: Convergence Analysis under Expected Co-coercivity 30 Jun 2021 hugobb/StochasticGamesOpt/hamiltonian/algorithms/co.py 5e68062294d17a16 ran MIT (permissive)
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation 8 Jun 2021 zwenyu/UniSSDA/algorithms/algorithms.py 39253084070f2f95 ran · metamorphic tier: deterministic no licence file found · pointer only
Online Adversarial Attacks 2 Mar 2021 facebookresearch/OnlineAttacks/online_attacks/online_algorithms/stochastic_virtual.py 99fa9075f7f15617 unverified MIT (permissive)
Contrastive Multi-View Representation Learning on Graphs 10 Jun 2020 timothewt/AdvancedGraphClustering/src/algorithms/deep/MVGRL.py aa8592921f0a1166 ran MIT (permissive)
Domain Adaptation with Conditional Distribution Matching and Generalized Label Shift 10 Mar 2020 timgaripov/asa/support_alignment/core/algorithms.py abd2c75272446f0b ran MIT (permissive)
Theoretically Principled Trade-off between Robustness and Accuracy 24 Jan 2019 arobey1/advbench/advbench/algorithms.py afdbbd69eb450e7d unverified MIT (permissive)
Representation Learning with Contrastive Predictive Coding 10 Jul 2018 emadeldeen24/eval_ssl_ssc/algorithms.py f1e8c76f248d416b ran · metamorphic tier: deterministic MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 ku2482/discor.pytorch/discor/algorithm/sac.py eaf547baf5f33e43 unverified MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 garyzyr001/rethinking-airl/airl/algo/sac.py 803d90cd603ff8c0 unverified no licence file found · pointer only
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 ku2482/gail-airl-ppo.pytorch/gail_airl_ppo/algo/sac.py ff7a80131e64a08d unverified MIT (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 hmhuy0/SIM-RL/Sources/algo/ppo.py d5c516ed0fa589e3 unverified no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 ku2482/gail-airl-ppo.pytorch/gail_airl_ppo/algo/ppo.py 2bddf6daaed4d669 unverified MIT (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 evieq01/oodil/simulated_robot/gail_airl_ppo/algo/ppo.py 527acc6b195e3ec9 unverified MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 mikehuisman/revisiting-learned-optimizers/algorithms/maml.py f938a07c11213649 unverified MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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