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unique

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

unique appears in the code Syntology harvested for 30 papers, as 16 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 8 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 unique 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 16 distinct code bodies named unique; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
1ran · fixture could not drive it
6ran
5unverified
8fingerprinted

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

30 papers shown of 30, 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 1 papers added by Syntology; 5 papers have no page here and are shown by arXiv id only. 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
Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors added by Syntology 2026-02 (from id) hyeonahkimm/s3gfn/experiments/pmo/main/s3gfn/utils.py 608a22fb3e61a9e4 unverified MIT (permissive)
arXiv:2507.01630 2025-07 (from id) YuxiaoWang-AI/P3HOT/hot/utils.py 5feabe579b35978a unverified no licence file found · pointer only
Harmonizing Visual Text Comprehension and Generation 23 Jul 2024 bytedance/textharmony/TextHarmony/custom_datasets/ade20k_preparation.py e813a6aeca895c35 ran Apache-2.0 (permissive)
DUPLEX: Dual GAT for Complex Embedding of Directed Graphs 8 Jun 2024 alipay/duplex/code/train_edge/data_preprocessing.py 55591c8bc7511c36 ran no licence file found · pointer only
KiDS-SBI: Simulation-based inference analysis of KiDS-1000 cosmic shear 2024-04 (from id) mwiet/kids_sbi/modules/scale_cuts/enum34.py f4f70f6bf402d1d3 ran no licence file found · pointer only
Listwise Generative Retrieval Models via a Sequential Learning Process 19 Mar 2024 lightningtyb/listgr/code/con_loss.py 7dfb4b3a59ee93f2 ran · our draft was wrong fingerprinted no licence file found · pointer only
Hire a Linguist!: Learning Endangered Languages with In-Context Linguistic Descriptions 28 Feb 2024 llilab/llm4endangeredlang/fst_src/helpers.py 05d917a26d659ced ran fingerprinted no licence file found · pointer only
Accurate and Well-Calibrated ICD Code Assignment Through Attention Over Diverse Label Embeddings 5 Feb 2024 gecgomes/icd_coding_msam/MIMIC-III-Preprocess/Helpers/utils_edin.py 70834a46f93a4007 ran fingerprinted MIT (permissive)
Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning 27 Oct 2023 LeapLabTHU/FamO2O/jax_cql/viskit/core.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted MIT (permissive)
Guarantees for Self-Play in Multiplayer Games via Polymatrix Decomposability 17 Oct 2023 revanmacqueen/self-play-polymatrix/sgdecompose/sequence.py 28af04455767e75f ran fingerprinted MIT (permissive)
Direct Preference-based Policy Optimization without Reward Modeling 30 Jan 2023 snu-mllab/DPPO/viskit/core.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted MIT (permissive)
Semi-Supervised Offline Reinforcement Learning with Action-Free Trajectories 12 Oct 2022 scottemmons/youngs-cql/viskit/core.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted MIT (permissive)
Deep Spatial Domain Generalization 3 Oct 2022 dyu62/deep-domain-generalization/train_multidataset.py 8f4c98480bb918fa ran · our draft was wrong fingerprinted no licence file found · pointer only
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework 27 Apr 2022 salesforce/hierarchicalcontrastivelearning/losses/losses.py 7dfb4b3a59ee93f2 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Machine-learning rationalization and prediction of solid-state synthesis conditions 2022-04 (from id) cedergrouphub/s4/s4/cascade/cascade_model.py 9734421a1312e91a unverified MIT (permissive)
Memorizing Transformers 16 Mar 2022 lucidrains/memorizing-transformers-pytorch/memorizing_transformers_pytorch/memorizing_transformers_pytorch.py 2aa06e7db15eb39b ran · our draft was wrong fingerprinted MIT (permissive)
A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets 10 Oct 2021 jakegrigsby/cc-afbc/rl_utils/replay.py cf11c744c61b2185 ran · fixture could not drive it fingerprinted MIT (permissive)
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations 7 Oct 2021 kangningthu/adele/lib/datasets/metric.py 5feabe579b35978a unverified MIT (permissive)
Hybrid Discriminative-Generative Training via Contrastive Learning 17 Jul 2020 lhao499/HDGE/viskit/viskit/core.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Conservative Q-Learning for Offline Reinforcement Learning 8 Jun 2020 young-geng/cql/viskit/core.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted MIT (permissive)
Deep High-Resolution Representation Learning for Visual Recognition 20 Aug 2019 CSAILVision/semantic-segmentation-pytorch/mit_semseg/utils.py 5feabe579b35978a unverified BSD-3-Clause (permissive)
High-Resolution Representations for Labeling Pixels and Regions 9 Apr 2019 kukby/Mish-semantic-segmentation-pytorch/utils.py 5feabe579b35978a unverified BSD-3-Clause (permissive)
Acquisition of Localization Confidence for Accurate Object Detection 30 Jul 2018 CSAILVision/unifiedparsing/utils.py 5feabe579b35978a unverified MIT (permissive)
Unified Perceptual Parsing for Scene Understanding 26 Jul 2018 SonpKing/semantic-segmentation-pytorch/utils.py 5feabe579b35978a unverified MIT (permissive)
Evolved Policy Gradients 13 Feb 2018 openai/EPG/epg/viskit/frontend.py 6c7a4a9349a395e9 ran · our draft was wrong fingerprinted MIT (permissive)
Prioritized Experience Replay 18 Nov 2015 hill-a/stable-baselines/stable_baselines/common/buffers.py cf11c744c61b2185 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:2023.findings-emnlp.594 simonucl/HJCL/model/contrast.py 7dfb4b3a59ee93f2 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:2022.findings-acl.116 vistec-AI/Thai-NNER/thai_nner/utils/unique.py 70834a46f93a4007 ran fingerprinted MIT (permissive)
arXiv:2021.emnlp-main.417 clips/pattern/pattern/text/search.py 248c6a6b401b25ba unverified BSD-3-Clause (permissive)
arXiv:136620053 Tianxinhuang/PCDNet/samplenet.py 0c5056ff75fc347a unverified Apache-2.0 (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