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RNN

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

RNN appears in the code Syntology harvested for 11 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 10 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 RNN 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 11 of the 13 distinct code bodies named RNN; 2 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
11ran
2unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 6 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

11 papers shown of 11, 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. 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
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness 28 Sep 2024 mingruiliu-ml-lab/accelerated-bilevel-optimization-unbounded-smoothness/auc_maximization/methods/accbo.py 71942a381042e08c ran MIT (permissive)
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis 17 Jan 2024 mingruiliu-ml-lab/bilevel-optimization-under-unbounded-smoothness/meta_learning/bo_rep.py 9e863452892d1052 ran MIT (permissive)
FR: Folded Rationalization with a Unified Encoder 17 Sep 2022 kochsnow/distribution-matching-rationality/core/model.py cea6a2e603a0cd85 unverified MIT (permissive)
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks 21 May 2022 baithebest/drain/classification/model_elec.py e4e2c2ef139704e7 ran Apache-2.0 (permissive)
STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution Video Prediction 30 Mar 2022 zhengchang467/stiphr/core/models/STIP.py eee5b7538dbe87cc ran · metamorphic tier: deterministic MIT (permissive)
ToM2C: Target-oriented Multi-agent Communication and Cooperation with Theory of Mind 15 Oct 2021 unrealtracking/tom2c/model.py 219b0a6e447da592 ran · metamorphic tier: deterministic no licence file found · pointer only
Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification 26 Jul 2021 hccngu/MLADA/src/model/modelG.py fa14930edec749ff ran · metamorphic tier: deterministic no licence file found · pointer only
Order Matters: Probabilistic Modeling of Node Sequence for Graph Generation 11 Jun 2021 tufts-ml/graph-generation-vi/models/graph_rnn/model.py 1ff8f06e0f97f23f ran MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 anonNo2/MulTeacher-KD/models/search_cnn.py 7b38fef01289ef2e ran no licence file found · pointer only
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning 30 Mar 2018 starry-sky6688/marl-algorithms/policy/qmix.py 9e0f6a55ec27b590 ran · metamorphic tier: deterministic no licence file found · pointer only
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation 3 Jun 2014 kmzzhang/nbi/src/nbi/nn/rnn.py 3608961b6a79dbfb ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation 3 Jun 2014 trevor-richardson/rnn_zoo/models/rnn.py bbc681afcb7c583e ran no licence file found · pointer only
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation 3 Jun 2014 roomylee/rnn-text-classification-tf/rnn.py a4dc486e7ada770a 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