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conjugate_gradient

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

conjugate_gradient appears in the code Syntology harvested for 12 papers, as 12 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 1 of the code bodies carries 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 conjugate_gradient 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 7 of the 12 distinct code bodies named conjugate_gradient; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
2ran · fixture could not drive it
2ran
5unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 13 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

12 papers shown of 12, newest first; 13 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
Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation added by Syntology 2026-05 (from id) agent-lab/ICML2026-RAT/utils/cg.py 30a3ae0cf5fb6225 ran MIT (permissive)
Utility-Aware Data Pricing: Token-Level Quality and Empirical Training Gain for LLMs added by Syntology 2026-04 (from id) BDS-SDU/utility-aware-data-pricing/data_pricing/valuation.py b53e5c166ea9d86c ran · fixture could not drive it MIT (permissive)
Influence-based Attributions can be Manipulated 8 Sep 2024 infinite-pursuits/influence-based-attributions-can-be-manipulated/downstream_multiclass/pytorch_influence_functions/influence_functions/utils.py f4c9f096d90e61e3 ran · fixture could not drive it no licence file found · pointer only
Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems 16 Oct 2023 chendiqian/IPM_MPNN/solver/customized_solver.py 7955265e3c15e7cf ran no licence file found · pointer only
Neural incomplete factorization: learning preconditioners for the conjugate gradient method 25 May 2023 paulhausner/neural-incomplete-factorization/krylov/cg.py b79bc91c137be572 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Equivariance Discovery by Learned Parameter-Sharing 7 Apr 2022 raymondyeh07/equivariance_discovery/struct_discovery/solver/hypergrad/conjugate_gradient.py a74effb2b7707ed5 unverified MIT (permissive)
Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms 25 Sep 2021 leozhengzly/stackelberg-actor-critic-algos/spinup/algos/pytorch/stddpg/stddpg.py aeec4c7d37de2213 unverified MIT recorded; this copy not marked cleared · pointer only
On Sample Based Explanation Methods for NLP:Efficiency, Faithfulness, and Semantic Evaluation 9 Jun 2021 IBM/TracInF/code/pif/influence_functions/hvp_grad.py f4c9f096d90e61e3 ran · fixture could not drive it Apache-2.0 (permissive)
Competitive Policy Optimization 18 Jun 2020 manish-pra/copg/copg_optim/utils.py e32c644998154590 unverified MIT (permissive)
Nonparametric Score Estimators 20 May 2020 miskcoo/kscore/kscore/estimators/tikhonov.py 8a283ce3ca6eff56 ran · our draft was wrong MIT (permissive)
Reviving and Improving Recurrent Back-Propagation 16 Mar 2018 lrjconan/RBP/utils/model_helper.py 7cfbfdb527b1aff5 unverified MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 nyu-larx/attack_metarl/maml_rl/metalearners/maml_trpo.py c4daaf04c83ccbd2 ran · our draft was wrong MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 MoritzTaylor/maml-rl-tf2/maml_rl/optimizers/conjugate_gradient_optimizer.py fa6e636313bab28d 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections