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setup

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

setup appears in the code Syntology harvested for 24 papers, as 23 distinct code bodies found in 28 places (a place is one code body under one paper). At least one of them ran in 12 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 setup 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 9 of the 23 distinct code bodies named setup; 14 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
0ran · fixture could not drive it
5ran
14unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 28 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

24 papers shown of 24, newest first; 28 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 3 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
Physics-Guided Synthetic High-Frequency Ultrasound Generation for Skin Layer Segmentation added by Syntology 2026-09 (from id) Finn-02/synthetic-hfus-skin-layer-segmentation/code/run_experiments.py 46c53cd120267cb3 unverified no licence file found · pointer only
Mind the Residual Gap: Probabilistic Downscaling under Real-World Bias added by Syntology 2026-06 (from id) JingyunLiang/SwinIR/main_test_swinir.py 31b521c272528885 ran · our draft was wrong Apache-2.0 (permissive)
Tracking and Understanding Object Transformations added by Syntology 2025-11 (from id) YihongSun/TubeletGraph/TubeletGraph/tubelet/compute_tubelets_sam.py 3c3e1d4b4672b2c7 unverified MIT (permissive)
Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment 16 Jan 2025 tatsu-lab/alpaca_farm/src/alpaca_farm/distributed_utils.py 80675b2c65496f66 ran Apache-2.0 (permissive)
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model 17 Jun 2024 echosechen/spa-vl-rlhf/all_utils/distributed_utils.py 4098e9c2afde4a5d ran fingerprinted MIT (permissive)
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO 17 Jun 2024 yonseivnl/vlm-rlaif/RLAIF/models/distributed_utils.py 4098e9c2afde4a5d ran fingerprinted Apache-2.0 (permissive)
Automated Multi-level Preference for MLLMs 18 May 2024 takomc/amp/models/distributed_utils.py 4098e9c2afde4a5d ran fingerprinted no licence file found · pointer only
MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion 12 Apr 2024 Lizhe1228/MambaDFuse/test_MambaDFuse.py 2dc9b366d988d023 ran · our draft was wrong no licence file found · pointer only
AFreeCA: Annotation-Free Counting for All 7 Mar 2024 adrian-dalessandro/AFreeCA/src/utils/experiments.py 29d5df2e4b0103af ran licence not identified · pointer only
Efficient Subgraph GNNs by Learning Effective Selection Policies 30 Oct 2023 beabevi/policy-learn/utils.py 08e7484b677b8f03 unverified MIT (permissive)
SALMON: Self-Alignment with Instructable Reward Models 9 Oct 2023 ibm/salmon/training/models/distributed_utils.py 4098e9c2afde4a5d ran fingerprinted GPL-3.0 (copyleft) · pointer only
Exploring the impact of low-rank adaptation on the performance, efficiency, and regularization of RLHF 16 Sep 2023 simengsun/alpaca_farm_lora/alpaca_farm/src/alpaca_farm/distributed_utils.py 80675b2c65496f66 ran Apache-2.0 (permissive)
Mutual-Guided Dynamic Network for Image Fusion 24 Aug 2023 guanys-dar/mgdn/Inference_MGDN_MEF.py 9d9797faa4a1aa94 ran no licence file found · pointer only
Mutual-Guided Dynamic Network for Image Fusion 24 Aug 2023 guanys-dar/mgdn/Inference_MGDN_MFF.py 8094cb64a822aac9 ran no licence file found · pointer only
A Non-monotonic Self-terminating Language Model 3 Oct 2022 nyu-dl/non-monotonic-self-terminating-lm/src/wiki2/utils.py 040d9549898a931a unverified BSD-3-Clause (permissive)
Automatic Data Augmentation via Invariance-Constrained Learning 29 Sep 2022 ihounie/daug/TrivialAugment/train_pd_batch.py ef6bbd2241d600b6 unverified MIT (permissive)
AMLB: an AutoML Benchmark 25 Jul 2022 shchur/automlbenchmark/amlb/logger.py f9fb6e042d6be804 unverified MIT (permissive)
Swin Transformer for Fast MRI 10 Jan 2022 ayanglab/swinmr/main_test_swinmr_CC.py e6f58d7344a53196 ran · our draft was wrong Apache-2.0 (permissive)
Types of Out-of-Distribution Texts and How to Detect Them 14 Sep 2021 uditarora/ood-text-emnlp/perplexity.py 0975a4d4fcffe722 unverified MIT (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 mv-lab/swin2sr/main_test_swin2sr.py c1dd0848500dd803 ran · our draft was wrong Apache-2.0 (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 jingyunliang/swinir/main_test_swinir.py 31b521c272528885 ran · our draft was wrong Apache-2.0 (permissive)
Measuring Massive Multitask Language Understanding 7 Sep 2020 sanjass/MultiTaskLearning/exercise2/util.py 26f49fbc83128412 unverified MIT (permissive)
Partial Optimal Transport with Applications on Positive-Unlabeled Learning 19 Feb 2020 rflamary/POT/benchmarks/emd.py 3cfb9f78cee8fd33 unverified MIT (permissive)
Partial Optimal Transport with Applications on Positive-Unlabeled Learning 19 Feb 2020 rflamary/POT/benchmarks/sinkhorn_knopp.py e3babe388a4f4b1a unverified MIT (permissive)
TVM: An Automated End-to-End Optimizing Compiler for Deep Learning 12 Feb 2018 ctuning/ck-tvm/package/lib-tvm-master-cpu/custom.py 38053dd65bd84275 unverified BSD-3-Clause (permissive)
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring 7 Dec 2016 SeungjunNah/DeepDeblur-PyTorch/src/option.py 1d3b2776cacc0f66 unverified MIT (permissive)
MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems 3 Dec 2015 ctuning/ck-mxnet/package/lib-mxnet-0.11.0-cpu/custom.py db5b5bf377370ae6 unverified BSD-3-Clause (permissive)
MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems 3 Dec 2015 ctuning/ck-mxnet/package/lib-mxnet-0.11.0-cuda80/custom.py 4bc536aaf0815e46 unverified BSD-3-Clause (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