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setup_logging

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

setup_logging appears in the code Syntology harvested for 49 papers, as 50 distinct code bodies found in 54 places (a place is one code body under one paper). At least one of them ran in 11 of the papers; 0 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 setup_logging 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 50 distinct code bodies named setup_logging; 39 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
9ran
39unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 54 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; 54 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 24 papers added by Syntology; 3 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
MnemoDyn: Learning Resting State Dynamics from 40K FMRI sequences added by Syntology 2026-08 (from id) vsingh-group/mnemodyn/code/light/abide_classification.py 7ab65340af034176 ran MIT (permissive)
CAN We Trust Your Results? A Cross-Dataset Study of Automotive IDS Evaluation added by Syntology 2026-06 (from id) CrySyS/Cross-Dataset-Study-of-Automotive-IDS-Evaluation/unified_ids/eval/core.py a5e6827fb8c56557 unverified GPL-3.0 (copyleft) · pointer only
TelcoAgent: A Scalable 5G Multi-KPM Forecasting With 3GPP-Grounded Explainability added by Syntology 2026-06 (from id) NextG-Wireless-Lab-NC-State/TelcoAgent/telcoagent/cli_utils.py 49e279fff90c238c ran MIT (permissive)
Let's Ask Gauss: Improved One-Run Privacy Auditing added by Syntology 2026-06 (from id) stoneboat/dpsgd-auditbench/src/utils.py 2bfbdadb21725fa8 ran no licence file found · pointer only
CARE: A Conformal Safety Layer for Medical Summarization added by Syntology 2026-06 (from id) som-shahlab/CARE/care/utils.py a2e6317c9ba0c260 ran no licence file found · pointer only
Analyzing Quality-Latency-Resource Trade-offs in a Technical Documentation RAG Assistant Using LoRA Adaptation added by Syntology 2026-05 (from id) EugPal/rag-lora-tradeoffs/src/data_pipeline/build_kubernetes_qa_dataset.py 7f6e7e7ff3d746c3 ran · our draft was wrong MIT (permissive)
CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming added by Syntology 2026-05 (from id) NineAbyss/CP-Agent/agentflow/main_agent.py 0aeca2b1d78fe74b unverified no licence file found · pointer only
Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning NVIDIA added by Syntology 2026-04 (from id) NVIDIA-NeMo/Skills/nemo_skills/utils.py 4261064eb4ec7756 unverified Apache-2.0 (permissive)
VenusBench-Mobile: A Challenging and User-Centric Benchmark for Mobile GUI Agents with Capability Diagnostics added by Syntology 2026-04 (from id) inclusionAI/UI-Venus/Venus_framework/Venus_framework_mobile/batch_runner.py 8c4dadfe748db74a unverified no licence file found · pointer only
CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data added by Syntology 2026-04 (from id) rsoatto/countsdiff/src/countsdiff/utils/logging.py 047467be88565ffe unverified no licence file found · pointer only
Neural posterior estimation for scalable and accurate inverse parameter inference in Li-ion batteries added by Syntology 2026-04 (from id) NatLabRockies/BatFIT/batfit/logging_config.py fcf7a6d4c864cee5 unverified BSD-3-Clause (permissive)
Parameter-Efficient Fine-Tuning for Medical Text Summarization: A Comparative Study of Lora, Prompt Tuning, and Full Fine-Tuning added by Syntology 2026-03 (from id) eracoding/llm-medical-summarization/src/utils/logging_utils.py 453cce5f6e38dc12 unverified no licence file found · pointer only
TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference added by Syntology 2026-03 (from id) RightNow-AI/TIDE/python/TIDE/utils.py d494712ddd7da224 unverified Apache-2.0 (permissive)
DriftGuard: Mitigating Asynchronous Data Drift in Federated Learning added by Syntology 2026-03 (from id) blessonvar/DriftGuard/src/driftguard/config.py 121b079a948bb5d2 unverified no licence file found · pointer only
Atomix: Timely, Transactional Tool Use for Reliable Agentic Workflows added by Syntology 2026-02 (from id) mpi-dsg/atomix/src/atomix/logging.py 2da8052ea7b493ae unverified Apache-2.0 (permissive)
Reliable Hierarchical Operating System Fingerprinting via Conformal Prediction added by Syntology 2026-02 (from id) rubenpjove/CP-HOSfing/exps/utils/io_utils.py 51d83e84e7c5e28f unverified GPL-3.0 (copyleft) · pointer only
LakeMLB: Data Lake Machine Learning Benchmark added by Syntology 2026-02 (from id) zhengwang100/LakeMLB/codes/baseline/tree_models.py 07e2b30309abf95c unverified no licence file found · pointer only
SWE-World: Building Software Engineering Agents in Docker-Free Environments added by Syntology 2026-02 (from id) RUCAIBox/SWE-World/swe_world/src/r2egym/logging.py b6ca8cf6963ad7ee unverified MIT (permissive)
Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios added by Syntology 2025-12 (from id) hggzjx/RewardAuditor/allenai_rewardbench/analysis/get_per_token_reward.py de89b479b777e992 unverified no licence file found · pointer only
SocioBench: Modeling Human Behavior in Sociological Surveys with Large Language Models added by Syntology 2025-10 (from id) JiaWANG-TJ/SocioBench/evaluation/logger_setup.py 4a9001cfab4d077e unverified MIT (permissive)
ToolLibGen: Scalable Automatic Tool Creation and Aggregation for LLM Reasoning added by Syntology 2025-10 (from id) SalesforceAIResearch/ToolLibGen/src/ToolAggregationAgent.py d8b1384934a717ba unverified Apache-2.0 (permissive)
EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases added by Syntology 2025-10 (from id) AITRICS/EMR-AGENT/EMR-Agent/models/DIN-SQL.py a7a116336ab05e5f unverified MIT (permissive)
EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases added by Syntology 2025-10 (from id) AITRICS/EMR-AGENT/EMR-Agent/models/ehr_seqsql.py affeee748b50d7ef unverified MIT (permissive)
EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases added by Syntology 2025-10 (from id) AITRICS/EMR-AGENT/EMR-Agent/models/ehr_sql_pluq_style.py 530e4660e41c5212 unverified MIT (permissive)
EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases added by Syntology 2025-10 (from id) AITRICS/EMR-AGENT/EMR-Agent/models/react.py c0855d72e4fbf113 unverified MIT (permissive)
Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration added by Syntology 2025-09 (from id) aida-ugent/CLIMB/src/chunk_job_postings.py 31d85a88c212c170 unverified licence not identified · pointer only
Pun Unintended: LLMs and the Illusion of Humor Understanding added by Syntology 2025-09 (from id) alezanga/punintended/utils/log.py d2ecec99293aa8f8 unverified no licence file found · pointer only
CodeAssistBench (CAB): Dataset & Benchmarking for Multi-turn Chat-Based Code Assistance 14 Jul 2025 amazon-science/CodeAssistBench/script/generate_dockerfile.py 841dffee01585864 unverified Apache-2.0 (permissive)
CodeAssistBench (CAB): Dataset & Benchmarking for Multi-turn Chat-Based Code Assistance 14 Jul 2025 amazon-science/CodeAssistBench/script/generate_dockerfile_with_strands.py 4aa375e6a657c179 unverified Apache-2.0 (permissive)
RewardBench 2: Advancing Reward Model Evaluation 2 Jun 2025 allenai/reward-bench/analysis/get_per_token_reward.py de89b479b777e992 unverified Apache-2.0 (permissive)
Multi-Token Prediction Needs Registers 15 May 2025 nasosger/mutor/language_modeling/src/finetune.py a0b5557b356e0c05 unverified MIT (permissive)
AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset 23 Apr 2025 kipok/nemo-skills/nemo_skills/utils.py 4261064eb4ec7756 unverified Apache-2.0 (permissive)
Benchmarking Vision-Language Models on Optical Character Recognition in Dynamic Video Environments 10 Feb 2025 video-db/ocr-benchmark/utils.py 588aaa1e437f6e28 unverified MIT (permissive)
DISCERN: Decoding Systematic Errors in Natural Language for Text Classifiers 29 Oct 2024 rrmenon10/DISCERN/src/discern/refine.py 01a3c356acb12f97 ran no licence file found · pointer only
Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making 9 Oct 2024 embodied-agent-eval/embodied-agent-eval/src/virtualhome_eval/log_config.py 3fd0ee4a843d495d ran MIT (permissive)
OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data 2 Oct 2024 NVIDIA/NeMo-Skills/nemo_skills/utils.py 4261064eb4ec7756 unverified Apache-2.0 (permissive)
FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning 18 Sep 2024 18sym/FedLF/algorithm/fedlf.py 4ebf5ed2cce22713 unverified no licence file found · pointer only
MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention 2 Jul 2024 microsoft/LLMLingua/experiments/securitylingua/label_word.py 4e369dc3b4632635 ran MIT (permissive)
Agentless: Demystifying LLM-based Software Engineering Agents 1 Jul 2024 sorendunn/agentless-lite/agentless_lite/util/logging.py c9355b8fec2e5c50 unverified MIT (permissive)
Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track 24 Jun 2024 castorini/nuggetizer/src/nuggetizer/cli/logging_utils.py b74163bc3735c7ee unverified Apache-2.0 (permissive)
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation 4 Jun 2024 gojasper/flash-diffusion/src/flash/trainer/utils.py a03a5220c664637d ran licence not identified · pointer only
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems 27 Feb 2024 zhentingqi/rag-privacy/utils/helpers.py 44a120baec5809ce ran no licence file found · pointer only
VastGaussian: Vast 3D Gaussians for Large Scene Reconstruction 27 Feb 2024 kangpeilun/VastGaussian/train_vast.py ab6a64fe2fcad5f5 unverified Apache-2.0 (permissive)
Unifying Vision, Text, and Layout for Universal Document Processing 5 Dec 2022 DS4SD/MarkushGrapher/markushgrapher/core/common/begin.py fbd45e87bae891a7 unverified MIT (permissive)
Gaussian-Bernoulli RBMs Without Tears 19 Oct 2022 lrjconan/grbm/utils.py c231d83496edbc85 unverified MIT (permissive)
Towards General-Purpose Representation Learning of Polygonal Geometries 29 Sep 2022 gengchenmai/polygon_encoder/polygoncode/polygonembed/model_utils.py cbe25e27d6cdb511 unverified Apache-2.0 (permissive)
Campus3D: A Photogrammetry Point Cloud Benchmark for Hierarchical Understanding of Outdoor Scene 11 Aug 2020 shinke-li/Campus3D/utils/logger.py d55587fc3903827a unverified MIT (permissive)
Efficient Graph Generation with Graph Recurrent Attention Networks 2 Oct 2019 lrjconan/GRAN/utils/logger.py c231d83496edbc85 unverified MIT (permissive)
Divergence Triangle for Joint Training of Generator Model, Energy-based Model, and Inference Model 28 Dec 2018 enijkamp/triangle/train_cifar10.py 6d587536da0a8871 ran · our draft was wrong no licence file found · pointer only
Improving Cosmological Distance Measurements by Reconstruction of the Baryon Acoustic Peak 17 Apr 2006 cosmodesi/pyrecon/pyrecon/utils.py 0ff480001400d0a1 unverified BSD-3-Clause (permissive)
arXiv:2025.findings-acl.193 THUDM/SWE-Dev/swedev/testcases/eval_testcases.py 97af3d63f70bfc2d unverified MIT (permissive)
arXiv:2025.findings-acl.193 THUDM/SWE-Dev/swedev/testcases/get_testcases.py bd5fe9b3296159c6 unverified MIT (permissive)
arXiv:2024.findings-naacl.46 knalin55/LEEETs-Dial/utils.py b41c011e7d29125e unverified MIT (permissive)
arXiv:2024.findings-emnlp.232 knediny/mABC/utils/logger.py e93129c49cbfcad4 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