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read_config

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

read_config appears in the code Syntology harvested for 49 papers, as 43 distinct code bodies found in 51 places (a place is one code body under one paper). At least one of them ran in 16 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 read_config 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 14 of the 43 distinct code bodies named read_config; 29 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
12ran
29unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 11 of the 51 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

49 papers shown of 49, newest first; 51 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
GTA: Graph Theory Agent and Benchmark for Algorithmic Graph Reasoning with LLMs added by Syntology 2026-09 (from id) xzx34/GTA/src/gtbench/evaluate.py bdaaccbb96c37a8e unverified MIT (permissive)
Tadpole: Autoencoders as Foundation Models for 3D PDEs with Online Learning added by Syntology 2026-05 (from id) tum-pbs/tadpole/tadpole/utils.py 30a85b2e08c49692 ran Apache-2.0 (permissive)
MonSTeR : a Unified Model for Motion, Scene, Text Retrieval added by Syntology 2025-10 (from id) colloroneluca/MonSTeR/src/config.py 110ce6b662549d8b unverified no licence file found · pointer only
ReplaceMe: Network Simplification via Layer Pruning and Linear Transformations 5 May 2025 mts-ai/ReplaceMe/ReplaceMe/ReplaceMe_pipeline.py 050cf519ba36e855 ran · our draft was wrong no licence file found · pointer only
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation 25 Apr 2025 RobRomijnders/noesis/NoEsis/util_model.py 3115c9efb8a27354 unverified MIT (permissive)
DARS: Dynamic Action Re-Sampling to Enhance Coding Agent Performance by Adaptive Tree Traversal 18 Mar 2025 darsagent/dars-agent/dars-agent/repograph/tags_to_graph.py 34bc00c520ec6c8c unverified Apache-2.0 (permissive)
DARS: Dynamic Action Re-Sampling to Enhance Coding Agent Performance by Adaptive Tree Traversal 18 Mar 2025 darsagent/dars-agent/dars-agent/repograph/update_tags.py 52fb0d2d87bc8c00 unverified Apache-2.0 (permissive)
A Cross-Scene Benchmark for Open-World Drone Active Tracking 1 Dec 2024 SHWplus/DAT_Benchmark/Alg_Base/DAT_Benchmark/utils.py 4000c95fa330f2ce unverified MIT (permissive)
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human Motion 18 Sep 2024 Motion-RAG/MoRAG/MoRAG/demo/model.py c64a4e785daf9a27 ran GPL-3.0 (copyleft) · pointer only
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human Motion 18 Sep 2024 Motion-RAG/MoRAG/MoRAG/MoRAG_Hands/src/config.py 110ce6b662549d8b unverified GPL-3.0 (copyleft) · pointer only
DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models 17 Jun 2024 Alpha-Innovator/StructEqTable-Deploy/struct_eqtable/pix2s/pix2s_trt.py 77d0b876fbf94b40 unverified Apache-2.0 (permissive)
Probabilistic Perspectives on Error Minimization in Adversarial Reinforcement Learning 7 Jun 2024 umd-huang-lab/WocaR-RL/WocaR-DQN/RA-DQN/utils.py 4000c95fa330f2ce unverified MIT (permissive)
FaceCom: Towards High-fidelity 3D Facial Shape Completion via Optimization and Inpainting Guidance 4 Jun 2024 dragonylee/FaceCom/config/config.py 2295abbbfeaecf9a ran MIT (permissive)
Transcriptomics-guided Slide Representation Learning in Computational Pathology 19 May 2024 mahmoodlab/tangle/extract_slide_embeddings_from_checkpoint.py e37cfb34afd06711 ran licence not identified · pointer only
The Unreasonable Ineffectiveness of the Deeper Layers 26 Mar 2024 identical code first harvested elsewhere 050cf519ba36e855 ran · our draft was wrong licence of this copy not recorded
Box It to Bind It: Unified Layout Control and Attribute Binding in T2I Diffusion Models 27 Feb 2024 nextaistudio/boxit2bindit/checkpoint_downloader.py 1cd528f7fe15a331 ran no licence file found · pointer only
Discrete Neural Algorithmic Reasoning 18 Feb 2024 yandex-research/dnar/configs/base_config.py 7dc8b4d3f1a728dc ran Apache-2.0 (permissive)
Towards Optimal Adversarial Robust Q-learning with Bellman Infinity-error 3 Feb 2024 leoranlmia/CAR-DQN/IBP/utils.py 4000c95fa330f2ce unverified no licence file found · pointer only
TOD-Flow: Modeling the Structure of Task-Oriented Dialogues 7 Dec 2023 srsohn/TOD-Flow/src/eval_GCDM_should.py e0e9438bd1031205 ran no licence file found · pointer only
GPT4All: An Ecosystem of Open Source Compressed Language Models 6 Nov 2023 nomic-ai/gpt4all/gpt4all-training/read.py 01136000bd8cfe9f ran MIT (permissive)
FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery 20 Oct 2023 ignf/flair-2-ai-challenge/src/utils_dataset.py f99b92265e606433 ran Apache-2.0 (permissive)
From Interpolation to Extrapolation: Complete Length Generalization for Arithmetic Transformers 18 Oct 2023 shaoxiongduan/attentionbiascalibration/src/config.py 1daf463ac4d1ded1 ran fingerprinted no licence file found · pointer only
Constructing and Compressing Global Moment Descriptors from Local Atomic Environments 2023-10 (from id) atomisticnet/aenet-python/src/aenet/config.py 7d7605f42e367362 ran MPL-2.0 (copyleft) · pointer only
RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models 21 Aug 2023 yhoshi3/ralle/ralle/utils.py 233f1c06801ce83f ran MIT (permissive)
U-TILISE: A Sequence-to-sequence Model for Cloud Removal in Optical Satellite Time Series 22 May 2023 prs-eth/u-tilise/lib/config_utils.py 9be381247ac3fc96 unverified MIT (permissive)
Balancing Simulation-based Inference for Conservative Posteriors 21 Apr 2023 adelau/balancing_sbi/src/balancing_sbi/config/config_util.py 33c0601292f1ff58 unverified BSD-3-Clause (permissive)
FLAIR #1: semantic segmentation and domain adaptation dataset 23 Nov 2022 IGNF/FLAIR-1-AI-Challenge/src/flair/utils.py f99b92265e606433 ran Apache-2.0 (permissive)
Collecting Interactive Multi-modal Datasets for Grounded Language Understanding 12 Nov 2022 iglu-contest/iglu-dataset/mturk_scripts/common/utils.py cff24b9341d6e534 unverified MIT (permissive)
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings 10 Oct 2022 owkin/FLamby/flamby/utils.py 76e264c5ebbf5074 unverified MIT (permissive)
Flow Annealed Importance Sampling Bootstrap 3 Aug 2022 vislearn/trade/trade/config.py 4b3e1d756ced6adf unverified BSD-3-Clause (permissive)
Rethinking Efficient Lane Detection via Curve Modeling 4 Mar 2022 voldemortX/pytorch-auto-drive/utils/args.py e75a411f8bbc28ca unverified BSD-3-Clause (permissive)
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation 24 Feb 2022 pashtari/factorizer-isles22/registry.py 9749c7d11f81401a unverified Apache-2.0 (permissive)
Probabilistic Embeddings Revisited 14 Feb 2022 tinkoff-ai/probabilistic-embeddings/src/probabilistic_embeddings/config.py 4aa0604f4a4cd48e unverified Apache-2.0 (permissive)
Crystal Diffusion Variational Autoencoder for Periodic Material Generation 12 Oct 2021 symmetryadvantage/wyckofftransformer/src/wyckoff_transformer/paths.py 278184a2cd6bed62 unverified Apache-2.0 (permissive)
TEASEL: A Transformer-Based Speech-Prefixed Language Model 12 Sep 2021 tjdevWorks/TEASEL/fine_tune_mosi.py 85dc36593047cd6a unverified Apache-2.0 (permissive)
Plug-and-Play Image Restoration with Deep Denoiser Prior 31 Aug 2020 HedgehogCode/denoising-gan/utils.py 01a49af5dca2bf0e unverified MIT (permissive)
Robust Deep Reinforcement Learning through Adversarial Loss 5 Aug 2020 tuomaso/radial_rl/A3C/utils.py 4000c95fa330f2ce unverified Apache-2.0 (permissive)
Spatial Action Maps for Mobile Manipulation 20 Apr 2020 jimmyyhwu/spatial-action-maps/utils.py d950eb242a89f9dc unverified MIT (permissive)
UAV Coverage Path Planning under Varying Power Constraints using Deep Reinforcement Learning 2020-03 (from id) XGX-CURRY/uavSim/utils.py 5bda7405a5ea8f9c unverified BSD-3-Clause (permissive)
Self-Attentive Associative Memory 10 Feb 2020 thaihungle/SAM/baselines/sam/utils.py 4000c95fa330f2ce unverified MIT (permissive)
Using Speech Synthesis to Train End-to-End Spoken Language Understanding Models 21 Oct 2019 lorenlugosch/end-to-end-SLU/data.py 3a8129d8532e445f unverified Apache-2.0 (permissive)
Explainable Authorship Verification in Social Media via Attention-based Similarity Learning 17 Oct 2019 data-science-kitchen/germ-eval-2021/src/utils.py 4221fa9747d804a7 unverified MIT (permissive)
Strong and Simple Baselines for Multimodal Utterance Embeddings 14 May 2019 yaochie/multimodal-baselines/simplesif.py cfa4b0edf0e8612c ran · our draft was wrong MIT (permissive)
FastSpeech: Fast, Robust and Controllable Text to Speech 22 May 2019 as-ideas/deepforcedaligner/dfa/utils.py 18b04be71b1d8e19 unverified MIT (permissive)
Spoken Language Understanding on the Edge 30 Oct 2018 CoraJung/flexible-input-slu/acoustic_encoder/data.py 75964abf8b190651 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 sberbank-ai/ner-bert/modules/utils.py b0e7a08c13d6535c unverified MIT (permissive)
Multi-Task Learning as Multi-Objective Optimization 10 Oct 2018 hav4ik/Hydra/src/utils/config_utils.py aa26cdf2663e5a99 unverified MIT (permissive)
Visual Transfer between Atari Games using Competitive Reinforcement Learning 2 Sep 2018 sowmya-mp/rl_a3c_pytorch/utils.py 4000c95fa330f2ce unverified Apache-2.0 (permissive)
Neural Sketch Learning for Conditional Program Generation 16 Mar 2017 capergroup/bayou/src/main/python/bayou/experiments/embed/utils.py a824d2b8d03e40b9 unverified Apache-2.0 (permissive)
Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 gungui98/deeprl-a3c-ai2thor/gym_ai2thor/utils.py 7bef82285afe5051 unverified MIT (permissive)
An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition 21 Jul 2015 sgenza/tf_crnn/model/utils.py 3192c8faf3910bdf 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".

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