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compute_accuracy

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

compute_accuracy appears in the code Syntology harvested for 81 papers, as 63 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 48 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_accuracy 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 35 of the 63 distinct code bodies named compute_accuracy; 28 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
1ran · violated contract
4ran · our draft was wrong
8ran · fixture could not drive it
19ran
28unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 83 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

81 papers shown of 81, newest first; 83 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; 2 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
EEG-PRISM: Physiologically-Grounded Interpretability of Predictions by EEG Foundation Models added by Syntology 2026-08 (from id) deeksha-ms/EEG-PRISM/EEG_GUI/src/prediction.py 7ffe7e16b0f6c4ed ran no licence file found · pointer only
On Efficient Scaling of GNNs via IO-Aware Layers Implementations added by Syntology 2026-05 (from id) yandex-research/On-Efficient-Scaling-Of-GNNs/src/training/metrics.py 0f2a52d87e993417 ran BSD-3-Clause (permissive)
Universal Approximation Constraints of Narrow ResNets: The Tunnel Effect added by Syntology 2026-03 (from id) twoehrer/Narrow_ResNet_Constraints/models/training.py 76743c3cf042cd5f unverified no licence file found · pointer only
SLAM-LLM: A Modular, Open-Source Multimodal Large Language Model Framework and Best Practice for Speech, Language, Audio and Music Processing added by Syntology 2026-01 (from id) X-LANCE/SLAM-LLM/src/slam_llm/models/slam_model.py a9723f976415fae3 ran · our draft was wrong fingerprinted MIT (permissive)
Cooperative Pseudo Labeling for Unsupervised Federated Classification added by Syntology 2025-10 (from id) krumpguo/FedCoPL/methods/unsupervised_learning_new/fedcopl.py da48cf51668411a0 unverified no licence file found · pointer only
Belief-Calibrated Multi-Agent Consensus Seeking for Complex NLP Tasks added by Syntology 2025-10 (from id) dengwentao99/BCCS/MMLU/evaluate.py c8ac8a7c21aec637 unverified no licence file found · pointer only
Unable to Forget: Proactive lnterference Reveals Working Memory Limits in LLMs Beyond Context Length 9 Jun 2025 zhuangziGiantfish/Unable-to-Forget/core/analysis_helper.py 045c872a70e0a465 unverified MIT (permissive)
Exact, Tractable Gauss-Newton Optimization in Deep Reversible Architectures Reveal Poor Generalization 12 Nov 2024 mtkresearch/exact_GN_revNN/fastbreak/losses/accuracy.py 32455d018491dc70 unverified Apache-2.0 (permissive)
Conformal Risk Minimization with Variance Reduction 3 Nov 2024 nooranisima/conformal-risk-minimization-w-variance-reduction-code/evaluation/evaluation.py 4db0c4d0d9f1dd47 ran · honoured contract no licence file found · pointer only
InjecGuard: Benchmarking and Mitigating Over-defense in Prompt Injection Guardrail Models 30 Oct 2024 leolee99/injecguard/util.py 00f2b41a4116f1f4 unverified MIT (permissive)
DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation 3 Oct 2024 naver-ai/dawin/dawin_rft/main_dawin.py 21d6c99219deff61 ran · fixture could not drive it Apache-2.0 (permissive)
Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback 4 Oct 2024 kykim0/margin-matching-pref-opt/src/alignment/trainer/utils.py 170d1cc526ffc36c ran Apache-2.0 (permissive)
The representation landscape of few-shot learning and fine-tuning in large language models 5 Sep 2024 diegodoimo/geometry_icl_finetuning/finetune.py b16d252479c798a0 ran no licence file found · pointer only
LADDER: Language Driven Slice Discovery and Error Rectification 31 Jul 2024 batmanlab/Ladder/src/codebase/metrics.py 8f49eb5b19d3ac4e ran fingerprinted CC-BY-4.0 · pointer only
MathCAMPS: Fine-grained Synthesis of Mathematical Problems From Human Curricula 1 Jul 2024 gpoesia/mathcamps/analysis.py 5a79c6682974a9b5 ran MIT (permissive)
Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs 24 Jun 2024 kiddyboots216/lottery-ticket-adaptation/rlaif/eval_model_all.py 6619147dea2d2ff6 ran Apache-2.0 (permissive)
African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification 20 Jun 2024 gregor-ge/FOCI-Benchmark/benchmark/clip_benchmark/evaluate.py 11ec7f195cfd82d8 ran MIT (permissive)
On the Effectiveness of Supervision in Asymmetric Non-Contrastive Learning 16 Jun 2024 jh-oh-23/sup-ancl/transfer.py 48afbec326335e94 ran · our draft was wrong MIT (permissive)
Potion: Towards Poison Unlearning 13 Jun 2024 if-loops/towards_poison_unlearning/visualize.py 1808b5d76587f897 ran fingerprinted GPL-3.0 (copyleft) · pointer only
MAD: Multi-Alignment MEG-to-Text Decoding 3 Jun 2024 neuspeech/mad-meg2text/utils/model_utils.py 262947201dc066e9 ran Apache-2.0 (permissive)
Understanding Inter-Concept Relationships in Concept-Based Models 28 May 2024 naveenr414/Concept-Learning/cem/cem/models/cbm.py 4ff918536e7f785c ran no licence file found · pointer only
Understanding Inter-Concept Relationships in Concept-Based Models 28 May 2024 naveenr414/Concept-Learning/cem/cem/models/cem.py 625948c28aa9ff09 unverified no licence file found · pointer only
Triple Preference Optimization: Achieving Better Alignment with Less Data in a Single Step Optimization 26 May 2024 sahsaeedi/triple-preference-optimization/utils/utils.py dfc8e2556a70f4f3 ran MIT (permissive)
Erasing the Bias: Fine-Tuning Foundation Models for Semi-Supervised Learning 20 May 2024 Gank0078/FineSSL/utils/evaluator.py da48cf51668411a0 unverified no licence file found · pointer only
Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation 10 May 2024 p-b-u/proxy_based_uncertainty/Proxy-Uncertainty-Training-LLaMa-Factory/src/llmtuner/tuner/rm/metric.py 34c717348b9652b8 ran · fixture could not drive it no licence file found · pointer only
Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders 24 Apr 2024 LiuChuang0059/StructMAE/StructMAE-L/chem/pretraining.py 1d31c46fec1fe3d1 ran · honoured contract no licence file found · pointer only
Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models 11 Apr 2024 lmb-freiburg/two-effects-one-trigger/analysis/gap_precompute.py 08e7bba3e22dab87 ran · our draft was wrong fingerprinted MIT (permissive)
Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning 11 Apr 2024 shiming-chen/zslvit/train_function.py 63f355a22c4bfb43 ran no licence file found · pointer only
NeuSpeech: Decode Neural signal as Speech 4 Mar 2024 neuspeech/neuspeech1/utils/model_utils.py 262947201dc066e9 ran Apache-2.0 (permissive)
STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models 2 Mar 2024 callanwu/star/src/utils.py 6d89eb39c2cd1646 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Corrective Machine Unlearning 21 Feb 2024 drimpossible/corrective-unlearning-bench/logs/visualize.py 1808b5d76587f897 ran fingerprinted GPL-3.0 (copyleft) · pointer only
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended Tasks 11 Feb 2024 alibaba/graphtranslator/Producer/inference/GraphSAGE.py eb3a55d5da2240a5 ran BSD-3-Clause (permissive)
DiffClone: Enhanced Behaviour Cloning in Robotics with Diffusion-Driven Policy Learning 17 Jan 2024 sirabas369/DiffClone/toto_benchmark/vision/pvr_model_training.py 1263c50ebe6172a3 ran BSD-2-Clause (permissive)
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks 24 Nov 2023 bic-l/burst-ann2snn/general_utils/spiking_layer.py 38b283cfdea44e8b ran no licence file found · pointer only
PepLand: a large-scale pre-trained peptide representation model for a comprehensive landscape of both canonical and non-canonical amino acids 8 Nov 2023 zhangruochi/pepland/model/util.py 1d31c46fec1fe3d1 ran · honoured contract Apache-2.0 (permissive)
Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition 28 Oct 2023 yanliang3612/revar/src/utils.py 9152905367d843e7 ran MIT (permissive)
Practical Computational Power of Linear Transformers and Their Recurrent and Self-Referential Extensions 24 Oct 2023 IDSIA/fwp-formal-lang/eval_utils.py ae43b775b5812cfb ran licence not identified · pointer only
LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models 12 Oct 2023 yxli2123/loftq/test_gsm8k.py 6d89eb39c2cd1646 ran · fixture could not drive it fingerprinted MIT (permissive)
AtomSurf : Surface Representation for Learning on Protein Structures 28 Sep 2023 vincentx15/atom2d/atom2d/holoprot/pl_module.py b67e340958dd4794 ran no licence file found · pointer only
Latent SDEs on Homogeneous Spaces 28 Jun 2023 plus-rkwitt/latentsdeonhs/activity_classification.py 75a1b0d78086afa8 unverified MIT (permissive)
Can Language Models Teach Weaker Agents? Teacher Explanations Improve Students via Personalization 15 Jun 2023 swarnaHub/ExplanationIntervention/src/student_model.py d46ff19844104d81 unverified MIT (permissive)
Babel-ImageNet: Massively Multilingual Evaluation of Vision-and-Language Representations 14 Jun 2023 gregor-ge/babel-imagenet/benchmark/eval_babel_imagenet.py a64bbb8f73b4b407 unverified MIT (permissive)
Train Offline, Test Online: A Real Robot Learning Benchmark 1 Jun 2023 AGI-Labs/toto_benchmark/toto_benchmark/vision/pvr_model_training.py 1263c50ebe6172a3 ran BSD-2-Clause (permissive)
Synaptic Weight Distributions Depend on the Geometry of Plasticity 30 May 2023 romanpogodin/synaptic-weight-distr/finetuning.py 257ce0b1a219166c ran · fixture could not drive it MIT (permissive)
EMP-SSL: Towards Self-Supervised Learning in One Training Epoch 8 Apr 2023 tsb0601/emp-ssl/evaluate.py 1608268b36d9d53f ran · honoured contract fingerprinted no licence file found · pointer only
UNREAL:Unlabeled Nodes Retrieval and Labeling for Heavily-imbalanced Node Classification 18 Mar 2023 yanliang3612/UNREAL/models/Summer.py 00a374c740d0efb3 ran · fixture could not drive it MIT (permissive)
Data-centric Artificial Intelligence: A Survey 17 Mar 2023 daochenzha/simtsc/src/simtsc/model.py c54a9f059d35378d unverified MIT (permissive)
On the Efficacy of Differentially Private Few-shot Image Classification 2 Feb 2023 cambridge-mlg/dp-few-shot/src/utils.py 335818a6c090235f unverified MIT (permissive)
COPEN: Probing Conceptual Knowledge in Pre-trained Language Models 8 Nov 2022 THU-KEG/COPEN/code/finetuning/metrics.py 0a98f376f88ee0c4 unverified MIT (permissive)
A Systematic Survey of Chemical Pre-trained Models 29 Oct 2022 junxia97/mole-bert/pretrain.py 1d31c46fec1fe3d1 ran · honoured contract no licence file found · pointer only
SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication 25 Oct 2022 umd-huang-lab/SWIFT/Utils/Misc.py 6e8adbb131ab347a unverified MIT (permissive)
Attention Diversification for Domain Generalization 9 Oct 2022 hikvision-research/DomainGeneralization/dassl/metrics/accuracy.py da48cf51668411a0 unverified Apache-2.0 (permissive)
Federated Learning with Label Distribution Skew via Logits Calibration 1 Sep 2022 bytedance/feddecorr/approach/fedlogitcal.py e7e5bb878fd22400 ran · fixture could not drive it MIT (permissive)
Meta-learning Spiking Neural Networks with Surrogate Gradient Descent 26 Jan 2022 nmi-lab/snn_maml/snn_maml/utils.py 58242025465b988c unverified Apache-2.0 (permissive)
Combining Learning from Human Feedback and Knowledge Engineering to Solve Hierarchical Tasks in Minecraft 7 Dec 2021 viniciusguigo/kairos_minerl_basalt/kairos_minerl/src/kairos_minerl/behavior_cloner.py 481210e6f5732a32 unverified MIT (permissive)
Combining Learning from Human Feedback and Knowledge Engineering to Solve Hierarchical Tasks in Minecraft 7 Dec 2021 viniciusguigo/kairos_minerl_basalt/kairos_minerl/src/kairos_minerl/state_classifier.py 9fd4e3706a238d72 unverified MIT (permissive)
Improving Transferability of Representations via Augmentation-Aware Self-Supervision 18 Nov 2021 hankook/AugSelf/transfer_linear_eval.py 4c7df3c8287f477f ran · our draft was wrong no licence file found · pointer only
CAFE: Catastrophic Data Leakage in Vertical Federated Learning 26 Oct 2021 derafael/cafe/utils.py 778b9ea3a727c31d unverified MIT (permissive)
Learning Optimal Conformal Classifiers 18 Oct 2021 deepmind/conformal_training/evaluation.py 2504d3a1635ed126 unverified Apache-2.0 (permissive)
Supervised Compression for Resource-Constrained Edge Computing Systems 21 Aug 2021 identical code first harvested elsewhere a427a6169de8f607 ran · fixture could not drive it licence of this copy not recorded
Memory Efficient Meta-Learning with Large Images 2 Jul 2021 cambridge-mlg/LITE/src/utils.py 335818a6c090235f unverified MIT (permissive)
A Survey of Knowledge Tracing: Models, Variants, and Applications 6 May 2021 bigdata-ustc/EduKTM/EduKTM/AKT/AKT.py eaf7bb8070068ec5 unverified Apache-2.0 (permissive)
Linguistic Structure Guided Context Modeling for Referring Image Segmentation 1 Oct 2020 spyflying/LSCM-Refseg/util/processing_tools.py 194457507e72807b unverified MIT (permissive)
Meta-Consolidation for Continual Learning 1 Oct 2020 JosephKJ/merlin/lib/consolidate.py 6d1affa42db4b765 unverified no licence file found · pointer only
Knowledge Distillation Meets Self-Supervision 12 Jun 2020 identical code first harvested elsewhere a427a6169de8f607 ran · fixture could not drive it licence of this copy not recorded
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning 6 Jun 2020 mbonto/fewshot_neuroimaging_classification/SimpleShot/functions.py a280c947612b8a09 unverified MIT (permissive)
Graph Random Neural Network for Semi-Supervised Learning on Graphs 22 May 2020 junzhuang-code/graphss/graphSS/models_SS.py d22f6a0cb53e22bc ran · fixture could not drive it MIT (permissive)
Contrastive Self-Supervised Learning for Commonsense Reasoning 2 May 2020 SAP-samples/acl2020-commonsense/scorer.py ff87d20ae15918c9 unverified Apache-2.0 (permissive)
Learning from Rules Generalizing Labeled Exemplars 13 Apr 2020 awasthiabhijeet/learning-from-rules/src/hls/run_snorkel.py 8f0ff324b2b8d401 ran · violated contract fingerprinted Apache-2.0 (permissive)
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning 12 Mar 2020 ElementAI/osaka/MAML/utils.py 58242025465b988c unverified Apache-2.0 (permissive)
A Game Theoretic Approach to Class-wise Selective Rationalization 28 Oct 2019 code-terminator/classwise_rationale/core/metric.py d51408db9fe03765 unverified MIT (permissive)
Similarity-Preserving Knowledge Distillation 23 Jul 2019 identical code first harvested elsewhere a427a6169de8f607 ran · fixture could not drive it licence of this copy not recorded
Strategies for Pre-training Graph Neural Networks 29 May 2019 snap-stanford/pretrain-gnns/bio/pretrain_masking.py 1d31c46fec1fe3d1 ran · honoured contract MIT (permissive)
Relational Knowledge Distillation 10 Apr 2019 identical code first harvested elsewhere a427a6169de8f607 ran · fixture could not drive it licence of this copy not recorded
Deep Learning for Anomaly Detection: A Survey 10 Jan 2019 fastforwardlabs/deepad/utils/eval_utils.py b259a84b8a375955 unverified Apache-2.0 (permissive)
Making Sense of Vision and Touch: Self-Supervised Learning of Multimodal Representations for Contact-Rich Tasks 24 Oct 2018 stanford-iprl-lab/multimodal_representation/multimodal/utils.py dcf160ba03ce4e37 unverified MIT (permissive)
Deeper, Broader and Artier Domain Generalization 9 Oct 2017 xch-liu/geom-tex-dg/Dassl/dassl/metrics/accuracy.py da48cf51668411a0 unverified MIT (permissive)
Prototypical Networks for Few-shot Learning 15 Mar 2017 jsalbert/prototypical-networks/utils.py d91ab830cd1fc8e4 unverified MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 SinghJasdeep/Projecting-Conflicting-Gradients/maml/utils.py 58242025465b988c unverified MIT (permissive)
Distilling the Knowledge in a Neural Network 9 Mar 2015 yoshitomo-matsubara/torchdistill/examples/torchvision/image_classification.py a427a6169de8f607 ran · fixture could not drive it MIT (permissive)
FitNets: Hints for Thin Deep Nets 19 Dec 2014 identical code first harvested elsewhere a427a6169de8f607 ran · fixture could not drive it licence of this copy not recorded
arXiv:2025.findings-acl.1225 HieuNT91/attention_pruning/src/gsm8k_utils.py 6d89eb39c2cd1646 ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:2025.acl-long.1468 leolee99/PIGuard/util.py 00f2b41a4116f1f4 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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