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acc

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

acc appears in the code Syntology harvested for 48 papers, as 42 distinct code bodies found in 50 places (a place is one code body under one paper). At least one of them ran in 28 of the papers; 12 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 acc 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 23 of the 42 distinct code bodies named acc; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
3ran · violated contract
1ran · our draft was wrong
4ran · fixture could not drive it
13ran
19unverified
12fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 50 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

48 papers shown of 48, newest first; 50 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 6 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
Temporal Leakage in LLM Backtesting: Measurement, Validation, and Adjusted Scores added by Syntology 2026-08 (from id) ZeyuZhang1901/Temporal-Leakage-Backtesting/M2_hubble/run_m2.py 6f0a7e956609fde1 ran no licence file found · pointer only
DP-IVON-Gradsq: Differentially Private Squared-Gradient Improved Variational Online Newton added by Syntology 2026-07 (from id) NourJamoussi/DP-IVON-Gradsq/utils/scores.py 4d992c5287c3756f ran no licence file found · pointer only
ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets added by Syntology 2026-06 (from id) edstevenson/ThousandWorlds/thousandworlds/evaluate.py 0602e48aa6d2bdd2 unverified MIT (permissive)
Adjusted Cup-Product Neural Layer added by Syntology 2026-06 (from id) nssprogrammer/cup-nn/experiments/mbchern.py c9a29725eb376391 ran MIT (permissive)
Which Leakage Types Matter? A Quantitative Landscape Across 2,047 Benchmark Datasets added by Syntology 2026-04 (from id) epagogy/ml/al/benchmarks/bench_vs_sklearn.py 8a2312120b633148 unverified MIT (permissive)
TDEC: Deep Embedded Image Clustering with Transformer and Distribution Information added by Syntology 23 Mar 2026 XifengGuo/ASPC-DA/ASPC.py 1386e9795c359688 unverified no licence file found · pointer only
JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling 20 May 2025 Songjw133/JOLT-SQL/test_suite_sql_eval/evaluate_classical.py bd001f76894a9867 ran · fixture could not drive it Apache-2.0 (permissive)
CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation 27 Feb 2025 clip-oscope/clip-oscope/Image_Encoder_Experiments/IOC.py 2fe7dbe4e29f9fce ran · violated contract fingerprinted no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/code_switching_count.py 23f11b2614988681 unverified no licence file found · pointer only
Measuring and Addressing Indexical Bias in Information Retrieval 6 Jun 2024 SALT-NLP/pair/src/experiments/metric_validation.py 6cfb9959b576778a ran · violated contract fingerprinted no licence file found · pointer only
MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities 27 May 2024 donghao51/MultiOOD/metrics.py 0a54a15777a1feeb ran fingerprinted no licence file found · pointer only
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning 7 May 2024 wmyw96/fair/app2_waterbird.py d978e9bb19ebe7ef ran fingerprinted no licence file found · pointer only
Deep Clustering with Self-Supervision using Pairwise Similarities 6 May 2024 Armanfard-Lab/DCSS/Codes/Metrics.py 0cc690ca5a5bfdad ran licence not identified · pointer only
EiG-Search: Generating Edge-Induced Subgraphs for GNN Explanation in Linear Time 2 May 2024 sluxsr/EiG-Search/Utils/metrics.py 6563a9ca0658626d ran no licence file found · pointer only
Deep Embedding Clustering Driven by Sample Stability 29 Jan 2024 ChengZhanwen/DECS/DECS/DECS.py fef69b1a3ac2b8be ran · fixture could not drive it no licence file found · pointer only
The Critique of Critique 9 Jan 2024 gair-nlp/metacritique/meta_critique/cal_meta_scores.py e1ea54cd691ed056 ran Apache-2.0 (permissive)
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis 6 Jan 2024 kundtx/MFC-TopoReg/Code/evaluation.py 52278f76446dc564 ran fingerprinted no licence file found · pointer only
HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding 23 Nov 2023 richard-peng-xia/HGCLIP/hgclip/utils/metrics.py 3cba061e8afa772a unverified MIT (permissive)
Towards the Law of Capacity Gap in Distilling Language Models 13 Nov 2023 genezc/minima/minima/run_distillation_llama_ds.py 005e006117789ac1 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
arXiv:2310.16587 2023-10 (from id) HKU-MedAI/bnn_uncertainty/trainer/arht_bnn.py 65b687daec914418 ran no licence file found · pointer only
Language Models Hallucinate, but May Excel at Fact Verification 23 Oct 2023 jianguanthu/llmforfv/code/metric.py 74d38464e5b1a718 ran fingerprinted no licence file found · pointer only
arXiv:2309.13425 2023-09 (from id) yizzfz/MiliPoint/mmrnet/session/wrapper.py 71e3350e8764497a ran fingerprinted MIT (permissive)
Towards Reliable Rare Category Analysis on Graphs via Individual Calibration 19 Jul 2023 wulongfeng/calirare/utils/preprocessing.py de3484a75de13f94 ran no licence file found · pointer only
Edgeformers: Graph-Empowered Transformers for Representation Learning on Textual-Edge Networks 21 Feb 2023 petergriffinjin/edgeformers/Edgeformer-E/src/utils.py 5f6cca96082d0328 ran · honoured contract fingerprinted Apache-2.0 (permissive)
A Flexible Nadaraya-Watson Head Can Offer Explainable and Calibrated Classification 7 Dec 2022 alanqrwang/nwhead/util/metric.py 2c1ff925ce7fe76d ran · fixture could not drive it fingerprinted no licence file found · pointer only
DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models 26 Oct 2022 kenjiqq/aesthetics-scorer/benchmark/benchmark_imagereward.py 18d8cfd195fc545d unverified MIT (permissive)
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study 19 Oct 2022 zjunlp/KnowPrompt/lit_models/util.py e5c96daa2363c6ff unverified MIT (permissive)
Multimodal Analogical Reasoning over Knowledge Graphs 1 Oct 2022 zjunlp/MKGformer/MKG/lit_models/utils.py e5c96daa2363c6ff unverified MIT (permissive)
Federated Learning of Large Models at the Edge via Principal Sub-Model Training 28 Aug 2022 yuehniu/modeldecomp-fl/train_lstm.py 81505923a530f45c unverified Apache-2.0 (permissive)
TREE-G: Decision Trees Contesting Graph Neural Networks 6 Jul 2022 mayabechlerspeicher/tree-g/eval_utils/metrics.py 21640f228c42e71d unverified MIT (permissive)
SigMaNet: One Laplacian to Rule Them All 26 May 2022 stefa1994/sigmanet/src/Edge_SigMaNet.py f0d3f78d845196d1 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks 20 May 2022 petergriffinjin/heterformer/downstream/classification.py 5f6cca96082d0328 ran · honoured contract fingerprinted Apache-2.0 (permissive)
On Transferability of Prompt Tuning for Natural Language Processing 12 Nov 2021 thunlp/Prompt-Transferability/Prompt-Transferability-1.0/model/BinaryClsBERT.py 2996dad43a48fbe2 unverified MIT (permissive)
On Transferability of Prompt Tuning for Natural Language Processing 12 Nov 2021 thunlp/Prompt-Transferability/Prompt-Transferability-1.0/model/PromptBert.py 4e35da92886e6ffa unverified MIT (permissive)
Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond 1 Oct 2021 vis-opt-group/iaptt-gm/experiment/Few_shot.py bf56e57b52492a87 ran · our draft was wrong MIT (permissive)
GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph 6 May 2021 microsoft/GraphFormers/src/utils.py 5f6cca96082d0328 ran · honoured contract fingerprinted MIT (permissive)
Iterative Human and Automated Identification of Wildlife Images 5 May 2021 zhmiao/animalactivelearning/src/algorithms/utils.py beb1d5937bcf170e unverified BSD-3-Clause (permissive)
Semantic Evaluation for Text-to-SQL with Distilled Test Suites 6 Oct 2020 taoyds/test-suite-sql-eval/evaluate_classical.py bd001f76894a9867 ran · fixture could not drive it Apache-2.0 (permissive)
A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances 22 May 2020 Xovee/hdgnn/codes/gnn_train/tools.py 76d79073639d1c3c unverified MIT (permissive)
Outlier-Robust High-Dimensional Sparse Estimation via Iterative Filtering 19 Nov 2019 huihui0902/robust_mean_estimation/robust_mean_estimate_acc.py cf656e059d09ed94 unverified MIT (permissive)
A deep active learning system for species identification and counting in camera trap images 22 Oct 2019 microsoft/cameratraps/PW_FT_classification/src/algorithms/utils.py b2f39d6951a17c25 unverified MIT (permissive)
Spectral Clustering with Graph Neural Networks for Graph Pooling 30 Jun 2019 hustwutao/Deep-Clustering/AE_clustering/metrics.py df1f11dcac8d2a95 unverified Apache-2.0 (permissive)
Detecting Lesion Bounding Ellipses With Gaussian Proposal Networks 25 Feb 2019 baidu-research/GPN/model/functional.py 4b5643e8fbb8d649 unverified Apache-2.0 (permissive)
A Comprehensive guide to Bayesian Convolutional Neural Network with Variational Inference 8 Jan 2019 Anou9531/Bayesian-CNN/metrics.py 65b687daec914418 ran MIT (permissive)
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering 15 Oct 2016 XiaoxiangLin/DCN-keras/metrics.py 9a1b2634815f4f53 ran · violated contract fingerprinted no licence file found · pointer only
Unsupervised Deep Embedding for Clustering Analysis 19 Nov 2015 xiaopeng-liao/DEC_pytorch/DEC.py df1f11dcac8d2a95 unverified no licence file found · pointer only
arXiv:ijcai2024_0712 nyh-a/CoSTC/model/metric.py 345d6bb48c9b5d20 unverified MIT (permissive)
arXiv:aaai_29088 Stefa1994/QuaterGCN/src/Edge_QuaterGCN.py f0d3f78d845196d1 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:aaai_29088 Stefa1994/QuaterGCN/src/QuaterGCN.py 97dff38dbd6a2db5 unverified Apache-2.0 (permissive)
arXiv:2023.emnlp-main.979 cyclexu/TacoPrompt/TacoPrompt/model/metric.py 345d6bb48c9b5d20 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".

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