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compute_acc

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

compute_acc appears in the code Syntology harvested for 61 papers, as 28 distinct code bodies found in 62 places (a place is one code body under one paper). At least one of them ran in 50 of the papers; 7 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 compute_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 16 of the 28 distinct code bodies named compute_acc; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
3ran · our draft was wrong
3ran · fixture could not drive it
7ran
12unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 62 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

61 papers shown of 61, newest first; 62 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; 4 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 76ae6692cf6c83ff ran fingerprinted MIT (permissive)
Toward Efficient Weakly Supervised Semantic Segmentation Using Only Low-Magnification Histopathological Images added by Syntology 2026-07 (from id) Dung-Dx/LowMagWSS/SegMethod/WSSS-Tissue/1_train_stage1.py 16bf0081d1b66da9 ran fingerprinted no licence file found · pointer only
NeuroShield: A Device-Agnostic Foundation Model for EEG Authentication added by Syntology 2026-06 (from id) snow1/transformer/model_ACGAN.py 9eb62f1192f93669 ran no licence file found · pointer only
Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation 6 Jun 2025 liyih/CSCL/code/MultiModal-DeepFake-main/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Robustness in Both Domains: CLIP Needs a Robust Text Encoder 3 Jun 2025 identical code first harvested elsewhere 1f2be2216dc3f7cd ran · our draft was wrong licence of this copy not recorded
G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4o 18 Dec 2024 ztangaj/gveval/compute_foil.py e1a9a306489a61f0 unverified no licence file found · pointer only
SADG: Segment Any Dynamic Gaussian Without Object Trackers 28 Nov 2024 yunjinli/SADG-SegmentAnyDynamicGaussian/metrics_segmentation.py 86791b215b923f7f unverified MIT (permissive)
Semantic-Aligned Adversarial Evolution Triangle for High-Transferability Vision-Language Attack 4 Nov 2024 jiaxiaojunqaq/sa-aet/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense 30 Oct 2024 tmlresearchgroup-cas/causaldiff/run_eval.py 3f55f85544860186 unverified MIT (permissive)
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense 30 Oct 2024 TMLResearchGroup-CAS/CausalDiff/experiment.py dd8d3dcf271eb1a8 unverified MIT (permissive)
Explanation Bottleneck Models 26 Sep 2024 yshinya6/xbm/xbm-llava/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
TabGraphs: A Benchmark and Strong Baselines for Learning on Graphs with Tabular Node Features 22 Sep 2024 yandex-research/tabgraphs/source/ebbs/AG.py d0c5add65632f394 ran · honoured contract MIT (permissive)
Causal Temporal Representation Learning with Nonstationary Sparse Transition 5 Sep 2024 xiangchensong/ctrlns/models/metrics/hmm_metrics.py 1faa8b8bebc32849 ran no licence file found · pointer only
Zero-Shot Cross-Domain Dialogue State Tracking via Dual Low-Rank Adaptation 31 Jul 2024 suntea233/DualLoRA/evaluate.py 3a497dd8883949a9 ran no licence file found · pointer only
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models 8 Jun 2024 ffhibnese/cpgc_vlp_universal_attacks/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation 30 Apr 2024 lccc0528/stable/utils.py 6bdf532917bee2b8 unverified no licence file found · pointer only
Revisiting the Adversarial Robustness of Vision Language Models: a Multimodal Perspective 30 Apr 2024 ellezwq/mmcoa/utils_2.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
To Cool or not to Cool? Temperature Network Meets Large Foundation Models via DRO 6 Apr 2024 zhqiu/tempnet/Bimodal_CL/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
DiJiang: Efficient Large Language Models through Compact Kernelization 29 Mar 2024 yuchuantian/dijiang/train_pythia.py 095a8b81ca7acd65 ran no licence file found · pointer only
Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework 12 Mar 2024 hieuphan33/mavl/Finetuning/classification/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Can LLMs' Tuning Methods Work in Medical Multimodal Domain? 11 Mar 2024 timmy-chan/miss/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Let LLMs Take on the Latest Challenges! A Chinese Dynamic Question Answering Benchmark 29 Feb 2024 alibaba-nlp/cdqa/cdqa_eval.py 7756c7928a5f4188 ran no licence file found · pointer only
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models 19 Feb 2024 chs20/robustvlm/train/adversarial_training_clip.py 1f2be2216dc3f7cd ran · our draft was wrong MIT (permissive)
ToViLaG: Your Visual-Language Generative Model is Also An Evildoer 13 Dec 2023 victorup/ToViLaG/method/BLIP/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification 18 Dec 2023 elfenreigen/unichest/factory/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Large Language Models are Good Prompt Learners for Low-Shot Image Classification 7 Dec 2023 zhaohengz/llamp/utils/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Synthesize, Diagnose, and Optimize: Towards Fine-Grained Vision-Language Understanding 30 Nov 2023 wjpoom/spec/spec/models/blip_utils/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
IMMA: Immunizing text-to-image Models against Malicious Adaptation 30 Nov 2023 zhengyjzoe/imma/eval/imgnet_cls.py 9c1fd5d9c8bc4f4e unverified Apache-2.0 (permissive)
Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling 15 Nov 2023 ucsb-nlp-chang/llm_uncertainty/evaluate_uq_qa.py 79fbe372a240d8bd ran · fixture could not drive it fingerprinted no licence file found · pointer only
Uncovering Intermediate Variables in Transformers using Circuit Probing 7 Nov 2023 mlepori1/circuit_probing/src/train_algorithmic_models.py 76eabbb99306f788 ran · honoured contract fingerprinted no licence file found · pointer only
Temporally Disentangled Representation Learning under Unknown Nonstationarity 28 Oct 2023 xiangchensong/nctrl/models/simulation.py 1faa8b8bebc32849 ran MIT (permissive)
Open-Set Image Tagging with Multi-Grained Text Supervision 23 Oct 2023 xinyu1205/Recognize_Anything-Tag2Text/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
The BLA Benchmark: Investigating Basic Language Abilities of Pre-Trained Multimodal Models 23 Oct 2023 shin-ee-chen/BLA/evaluation_models/blip2/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Detecting and Grounding Multi-Modal Media Manipulation and Beyond 25 Sep 2023 rshaojimmy/multimodal-deepfake/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Can Linguistic Knowledge Improve Multimodal Alignment in Vision-Language Pretraining? 24 Aug 2023 wangfei-2019/snare/snare/models/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
On the Adversarial Robustness of Multi-Modal Foundation Models 21 Aug 2023 identical code first harvested elsewhere 1f2be2216dc3f7cd ran · our draft was wrong licence of this copy not recorded
CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology Preservation 14 Aug 2023 kevinlight831/ctp/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Set-level Guidance Attack: Boosting Adversarial Transferability of Vision-Language Pre-training Models 26 Jul 2023 Zoky-2020/Set-level_Guidance_Attack/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
eP-ALM: Efficient Perceptual Augmentation of Language Models 20 Mar 2023 mshukor/eP-ALM/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation 18 Mar 2023 mlii0117/dcl/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling 13 Feb 2023 rerv/uniadapter/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted BSD-3-Clause recorded; this copy not marked cleared · pointer only
On Penalty-based Bilevel Gradient Descent Method 10 Feb 2023 hanshen95/penalized-bilevel-gradient-descent/V-PBGD/data-hyper-cleaning/data_hyper_clean.py 0e0f3de9c07cf33d ran · fixture could not drive it no licence file found · pointer only
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 1 Feb 2023 X-PLUG/mPLUG-2/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Learning Data Representations with Joint Diffusion Models 31 Jan 2023 kamildeja/joint_diffusion/scripts/classifier_train.py 230cc0dd62fe0d64 ran · violated contract fingerprinted MIT (permissive)
Position-guided Text Prompt for Vision-Language Pre-training 19 Dec 2022 sail-sg/ptp/src/blip_src/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
InternVideo: General Video Foundation Models via Generative and Discriminative Learning 6 Dec 2022 opengvlab/internvideo/Data/InternVid/utils/basic_utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Self-supervised vision-language pretraining for Medical visual question answering 24 Nov 2022 pengfeiliheu/m2i2/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning 17 Nov 2022 jamessealesmith/construct-vl/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT recorded; this copy not marked cleared · pointer only
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers 10 Jun 2022 nerdslab/EIT/my_transformers/tasks.py c6c224933f8c029e unverified MIT (permissive)
Open Vocabulary Object Detection with Pseudo Bounding-Box Labels 18 Nov 2021 salesforce/pb-ovd/ALBEF/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted BSD-3-Clause (permissive)
Does your graph need a confidence boost? Convergent boosted smoothing on graphs with tabular node features 26 Oct 2021 JiuhaiChen/EBBS/AG.py d0c5add65632f394 ran · honoured contract no licence file found · pointer only
Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data 2 Aug 2021 gentlezhu/shift-robust-gnns/main_gnn.py a83401ad1b65df8d ran · our draft was wrong no licence file found · pointer only
Matching-oriented Product Quantization For Ad-hoc Retrieval 16 Apr 2021 microsoft/MoPQ/utils/utils.py 4702e60a1d1a3d53 unverified MIT (permissive)
Weakly-Supervised Semantic Segmentation via Sub-category Exploration 3 Aug 2020 Juliachang/SC-CAM/train_cls.py e7b5ceebedb5efe7 unverified MIT (permissive)
Achieving Equalized Odds by Resampling Sensitive Attributes 8 Jun 2020 yromano/fair_dummies/fair_dummies/utility_functions.py 38ec48431e45abd1 unverified MIT (permissive)
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds 25 Nov 2019 tsunghan-mama/RandLA-Net-pytorch/utils/metric.py 3bade2b4e07dcaa4 unverified MIT (permissive)
Dual-modality seq2seq network for audio-visual event localization 20 Feb 2019 identical code first harvested elsewhere 72739f58746f7a7a ran · our draft was wrong fingerprinted licence of this copy not recorded
Audio-Visual Event Localization in Unconstrained Videos 23 Mar 2018 YapengTian/AVE-ECCV18/supervised_main.py 72739f58746f7a7a ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:Zheng_Large_Language_Models_are_Good_Prompt_Learners_for_Low-Shot_Image_CVPR_2024_paper zhaohengz/LLaMP/utils/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Yang_Beyond_Walking_A_Large-Scale_Image-Text_Benchmark_for_Text-based_Person_Anomaly_ICCV_2025_paper Shuyu-XJTU/CMP/utils.py aa81d03f07735ab8 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:2022.findings-emnlp.193 Yushi-Hu/IC-DST/evaluate_metrics.py 7c658949b3affb4d unverified MIT (permissive)
arXiv:2020.acl-main.53 clovaai/som-dst/utils/eval_utils.py 3a497dd8883949a9 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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