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is_master

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

is_master appears in the code Syntology harvested for 43 papers, as 10 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 41 of the papers; 2 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 is_master 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 8 of the 10 distinct code bodies named is_master; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 19 of the 43 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

43 papers shown of 43, newest first; 43 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; 6 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
Evolving Knowledge Distillation for Lightweight Neural Machine Translation added by Syntology 2026-05 (from id) agi-content-generation/EKD/fairseq/distributed_utils.py 90b79fe15491de83 ran licence not identified · pointer only
arXiv:2507.12998 2025-07 (from id) MediaBrain-SJTU/DISSect/src/distributed.py b092791002b40e8a ran · violated contract no licence file found · pointer only
Visual Fourier Prompt Tuning 2 Nov 2024 runtsang/VFPT/ls_mpi4pytorch.py e33e2e1faf24f6b7 unverified licence not identified · pointer only
Towards Better Multi-head Attention via Channel-wise Sample Permutation 14 Oct 2024 dashenzi721/csp/lra/mega_csp/fairseq/distributed_utils.py 90b79fe15491de83 ran no licence file found · pointer only
Temporally Aligned Audio for Video with Autoregression 20 Sep 2024 ilpoviertola/V-AURA/utils/train_utils.py 5f3e6dae89c753a1 ran fingerprinted MIT (permissive)
Optimizing CLIP Models for Image Retrieval with Maintained Joint-Embedding Alignment 3 Sep 2024 Visual-Computing/MCIP/MCIP/src/realignment/distributed.py b092791002b40e8a ran · violated contract Apache-2.0 (permissive)
Mitigate the Gap: Investigating Approaches for Improving Cross-Modal Alignment in CLIP 25 Jun 2024 sarahesl/alignclip/main/distributed.py b092791002b40e8a ran · violated contract no licence file found · pointer only
A Simple Framework for Open-Vocabulary Zero-Shot Segmentation 23 Jun 2024 tileb1/simzss/src/training/zero_shot_segmentation.py b092791002b40e8a ran · violated contract no licence file found · pointer only
Efficient Vision-Language Pre-training by Cluster Masking 14 May 2024 zi-hao-wei/efficient-vision-language-pre-training-by-cluster-masking/training/distributed.py b092791002b40e8a ran · violated contract no licence file found · pointer only
Linearizing Large Language Models 10 May 2024 tri-ml/linear_open_lm/open_lm/distributed.py b092791002b40e8a ran · violated contract MIT (permissive)
MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization 7 May 2024 gb-kgp/MEDVOC/src/Model_Scripts/BertSumAbs_Modified_Scripts/src/distributed.py b80220994c939e73 ran no licence file found · pointer only
LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application 7 May 2024 adxcreative/LEARN/src/training/main_amazon.py f6406e2db0e6d676 ran MIT (permissive)
Vision-and-Language Navigation via Causal Learning 16 Apr 2024 crystalsixone/vln-goat/map_nav_src/fairseq/distributed_utils.py 90b79fe15491de83 ran Apache-2.0 (permissive)
Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval 24 Mar 2024 suoych/keds/src/utils.py c97b5d8516c10994 ran MIT (permissive)
Zero-shot Referring Expression Comprehension via Structural Similarity Between Images and Captions 28 Nov 2023 show-han/zeroshot_rec/VLA_finetune/training/distributed.py b092791002b40e8a ran · violated contract Apache-2.0 (permissive)
AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining 10 Aug 2023 haoheliu/audioldm-training-finetuning/audioldm_train/modules/clap/training/distributed.py b092791002b40e8a ran · violated contract MIT (permissive)
PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search 2023-04 (from id) tinyvision/PreNAS/lib/score_maker.py 9680c55c004e3572 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization 7 Apr 2023 baoguangsheng/gemini/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT (permissive)
Knowledge-enhanced Visual-Language Pre-training on Chest Radiology Images 27 Feb 2023 xiaoman-zhang/kad/A2_KEBERT/training/distributed.py b092791002b40e8a ran · violated contract MIT (permissive)
Summarizing Community-based Question-Answer Pairs 17 Nov 2022 nlpyang/BertSum/src/distributed.py b80220994c939e73 ran Apache-2.0 (permissive)
Contrastive Test-Time Adaptation 21 Apr 2022 DianCh/AdaContrast/target.py 5db12a48f3a9c2a9 ran · violated contract no licence file found · pointer only
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark 28 Feb 2022 yhygao/cbim-medical-image-segmentation/utils.py 5db12a48f3a9c2a9 ran · violated contract Apache-2.0 (permissive)
Non-Parametric Online Learning from Human Feedback for Neural Machine Translation 23 Sep 2021 wangqi1996/kok/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
Thinking Clearly, Talking Fast: Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems 9 Sep 2021 rowitzou/cg-nar/src/distributed.py b80220994c939e73 ran MIT (permissive)
Guiding Teacher Forcing with Seer Forcing for Neural Machine Translation 12 Jun 2021 ictnlp/SeerForcingNMT/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation 3 Jun 2021 kaushal0494/ZmBART/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
Luna: Linear Unified Nested Attention 3 Jun 2021 XuezheMax/fairseq-apollo/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
Selective Knowledge Distillation for Neural Machine Translation 27 May 2021 LeslieOverfitting/selective_distillation/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation 18 Apr 2021 mgheini/xattn-transfer-for-mt/fairseq-modified/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT (permissive)
Context-Aware Cross-Attention for Non-Autoregressive Translation 2 Nov 2020 alphadl/CCAN/fairseq/distributed_utils.py 90b79fe15491de83 ran Apache-2.0 (permissive)
Apollo: An Adaptive Parameter-wise Diagonal Quasi-Newton Method for Nonconvex Stochastic Optimization 28 Sep 2020 XuezheMax/apollo/classification/imagenet.py 20afae6213308bf1 ran · violated contract fingerprinted Apache-2.0 (permissive)
A Multilingual Parallel Corpora Collection Effort for Indian Languages 15 Jul 2020 jerinphilip/fairseq-ilmt/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
It's Easier to Translate out of English than into it: Measuring Neural Translation Difficulty by Cross-Mutual Information 5 May 2020 e-bug/nmt-difficulty/fairseq-0.6.2/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT (permissive)
Simulated Multiple Reference Training Improves Low-Resource Machine Translation 30 Apr 2020 thompsonb/fairseq-smrt/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
BERT Fine-tuning For Arabic Text Summarization 29 Mar 2020 mukhtar-algezoli/Arabic_PreSumm/src/distributed.py b80220994c939e73 ran MIT (permissive)
Text Summarization with Pretrained Encoders 22 Aug 2019 aikawasho/BertSum/src/distributed.py b80220994c939e73 ran Apache-2.0 (permissive)
Re-examination of the Role of Latent Variables in Sequence Modeling 4 Feb 2019 zihangdai/reexamine-srnn/handwriting/distributed_utils.py 90b79fe15491de83 ran MIT (permissive)
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models 7 Oct 2016 fairseq/fairseq/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
arXiv:aaai_28324 Pter61/context-i2w/src/utils.py c97b5d8516c10994 ran Apache-2.0 (permissive)
arXiv:aaai_21395 wangqi1996/KoK/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT recorded; this copy not marked cleared · pointer only
arXiv:aaai_16089 nlpyang/presumm/src/distributed.py b80220994c939e73 ran MIT (permissive)
arXiv:2024.findings-acl.583 UriSha/EmbeddinglessNMT/fairseq/distributed_utils.py 90b79fe15491de83 ran MIT (permissive)
arXiv:2021.findings-emnlp.366 Victorwz/zs-nmt-dae/fairseq/distributed_utils.py 90b79fe15491de83 ran 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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