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l2_norm

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

l2_norm appears in the code Syntology harvested for 71 papers, as 37 distinct code bodies found in 73 places (a place is one code body under one paper). At least one of them ran in 59 of the papers; 25 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 l2_norm 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 25 of the 37 distinct code bodies named l2_norm; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

7ran · honoured contract
2ran · violated contract
8ran · our draft was wrong
2ran · fixture could not drive it
6ran
12unverified
25fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 73 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

71 papers shown of 71, newest first; 73 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; 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
End-to-End Fairness Optimization with Fair Decision-Focused Learning added by Syntology 2026-07 (from id) DennisWang2488/fair-dfl/fair_dfl_moo/src/fair_dfl/metrics.py f9713448b876e484 ran fingerprinted MIT (permissive)
SALT: Salience-Aware Lexical Trie for Long-Context Compression added by Syntology 2026-07 (from id) oteomamo/SALT/salt/engine/trie_core.py 82b8d46e62a2da66 ran fingerprinted MIT (permissive)
Generative Model Inversion Through the Lens of the Manifold Hypothesis added by Syntology 2025-09 (from id) sutd-visual-computing-group/Re-thinking_MI/models/evolve.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:2505.22491 2025-05 (from id) tml-tuebingen/torch-module-monitor/src/torch_module_monitor/refined_coordinate_check.py fc1c501a4d69225f unverified MIT (permissive)
BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change 25 May 2025 LIVIAETS/bah-dataset/models/arcface_model.py c54fea429589425d ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Navigating the Effect of Parametrization for Dimensionality Reduction 24 Nov 2024 hyhuang00/paramrepulsor/src/parampacmap/utils/data.py 29b06d62079718fb unverified Apache-2.0 (permissive)
Toward Understanding In-context vs. In-weight Learning 30 Oct 2024 chanb/icl_vs_iwl/src/learner.py e6ee54b3ae1accdc unverified no licence file found · pointer only
Online Continuous Generalized Category Discovery 24 Aug 2024 khu-agi/ocgcd/losses.py 45837478fdb29f78 ran · our draft was wrong fingerprinted no licence file found · pointer only
Language-Informed Beam Search Decoding for Multilingual Machine Translation 11 Aug 2024 yilinyang7/fairseq_multi_fix/fairseq/tasks/translation_multi_tgp.py 6a9226e4a161ee51 ran fingerprinted MIT (permissive)
AdjointDEIS: Efficient Gradients for Diffusion Models 23 May 2024 fdbtrs/ElasticFace/utils/losses.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
AdjointDEIS: Efficient Gradients for Diffusion Models 23 May 2024 mk-minchul/AdaFace/utils.py 1aa71e8a5cfa042d ran fingerprinted MIT (permissive)
Generative Unlearning for Any Identity 16 May 2024 KHU-AGI/GUIDE/arcface.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
Stationary Representations: Optimally Approximating Compatibility and Implications for Improved Model Replacements 4 May 2024 miccunifi/iamcl2r/src/iamcl2r/utils.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Understanding Hyperbolic Metric Learning through Hard Negative Sampling 23 Apr 2024 yunyuny/hypmix/proxy_anchor/losses.py 45837478fdb29f78 ran · our draft was wrong fingerprinted MIT (permissive)
The Impact of Uniform Inputs on Activation Sparsity and Energy-Latency Attacks in Computer Vision 27 Mar 2024 and-mill/2024-sponge-example-analysis/original_sponge_examples_code/density_recorder.py 844bf7275aaceb30 ran fingerprinted MIT (permissive)
Recursive Joint Cross-Modal Attention for Multimodal Fusion in Dimensional Emotion Recognition 20 Mar 2024 praveena2j/rjcma/models/arcface_model.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
Arbitrary-Scale Point Cloud Upsampling by Voxel-Based Network with Latent Geometric-Consistent Learning 8 Mar 2024 hikvision-research/3DVision/Normal-Estimation/ZTEE/evaluate.py 7f8230b3084eaaab ran · honoured contract fingerprinted Apache-2.0 (permissive)
Privacy Leakage on DNNs: A Survey of Model Inversion Attacks and Defenses 6 Feb 2024 ffhibnese/model-inversion-attack-toolbox/src/modelinversion/attack/SecretGen/facenet.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
Mustango: Toward Controllable Text-to-Music Generation 14 Nov 2023 amaai-lab/mustango/layers/layers.py 0fc5d9cde41807d8 ran · honoured contract fingerprinted MIT (permissive)
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse 3 Oct 2023 sflippl/multi-task/experiments/diagonal/diagonal_network_finetune.py 003e039860a4ae99 ran fingerprinted no licence file found · pointer only
IDiff-Face: Synthetic-based Face Recognition through Fizzy Identity-Conditioned Diffusion Models 9 Aug 2023 fdbtrs/IDiff-Face/face_recognition_training/utils/losses.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category Discovery 20 Jul 2023 hy2mk/cgcd/losses.py 45837478fdb29f78 ran · our draft was wrong fingerprinted MIT (permissive)
HyperReenact: One-Shot Reenactment via Jointly Learning to Refine and Retarget Faces 20 Jul 2023 stelabou/hyperreenact/libs/criteria/csim.py c54fea429589425d ran · our draft was wrong fingerprinted no licence file found · pointer only
Not All Steps are Created Equal: Selective Diffusion Distillation for Image Manipulation 17 Jul 2023 AndysonYs/Selective-Diffusion-Distillation/loss/models/face_model.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Decoupled Kullback-Leibler Divergence Loss 23 May 2023 FPNAS/LBGAT/lbgat.py bbffec6aadbbfd95 ran · our draft was wrong fingerprinted MIT (permissive)
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees 19 May 2023 FaisalHamman/TReX-Counterfactuals/consistency/attack_methods.py b7f8b80927ae3ce4 ran · honoured contract fingerprinted MIT (permissive)
Toward Unsupervised 3D Point Cloud Anomaly Detection using Variational Autoencoder 7 Apr 2023 llien30/point_cloud_anomaly_detection/libs/sampling.py 1c009741e97fbc84 unverified MIT (permissive)
Rethinking the Approximation Error in 3D Surface Fitting for Point Cloud Normal Estimation 30 Mar 2023 hikvision-research/3dvision/Normal-Estimation/ZTEE/evaluate.py 7f8230b3084eaaab ran · honoured contract fingerprinted Apache-2.0 (permissive)
Certified Robust Neural Networks: Generalization and Corruption Resistance 3 Mar 2023 ryanlucas3/hr_neural_networks/HR_Neural_Networks/Paper_experiments/Section_6.2/Rice_TRADES/trades.py bbffec6aadbbfd95 ran · our draft was wrong fingerprinted MIT (permissive)
Controllability-Aware Unsupervised Skill Discovery 10 Feb 2023 artberryx/csd-public/baselines/her/discriminator.py e47eba06f6824dbd ran · violated contract fingerprinted MIT (permissive)
A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music Modeling 2 Dec 2022 guozixunnicolas/fundamentalmusicembedding/model/FME_music_positional_encoding.py 0fc5d9cde41807d8 ran · honoured contract fingerprinted no licence file found · pointer only
How to Boost Face Recognition with StyleGAN? 18 Oct 2022 seva100/stylegan-for-facerec/backbone/model_irse.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
OPERA: Omni-Supervised Representation Learning with Hierarchical Supervisions 11 Oct 2022 wangck20/opera/main_moco.py 7b15c36502590f85 ran · honoured contract fingerprinted no licence file found · pointer only
SecretGen: Privacy Recovery on Pre-Trained Models via Distribution Discrimination 25 Jul 2022 AI-secure/SecretGen/facenet.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
OPOM: Customized Invisible Cloak towards Face Privacy Protection 24 May 2022 zhongyy/opom/code/generation/backbone/model_irse.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
TEMOS: Generating diverse human motions from textual descriptions 25 Apr 2022 Mathux/TEMOS/temos/model/temos.py 840f427610121a9d ran · our draft was wrong fingerprinted MIT (permissive)
AdaFace: Quality Adaptive Margin for Face Recognition 3 Apr 2022 sithu31296/EasyFace/easyface/recognition/heads/adaface.py 32e701066e89cd01 ran · our draft was wrong fingerprinted MIT (permissive)
AdaFace: Quality Adaptive Margin for Face Recognition 3 Apr 2022 RocketFlash/easy_metric_learning/src/model/margin/adaface.py 27524a6bac90b755 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Attribute Group Editing for Reliable Few-shot Image Generation 16 Mar 2022 UniBester/AGE/models/encoders/helpers.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost 15 Mar 2022 makcedward/nlpaug/nlpaug/model/word_embs/word_embeddings.py 2cc7ef3fe9847cad ran · violated contract fingerprinted MIT (permissive)
Quasi-Balanced Self-Training on Noise-Aware Synthesis of Object Point Clouds for Closing Domain Gap 8 Mar 2022 Gorilla-Lab-SCUT/QS3/Models_Norm.py 1869835ffa76f452 unverified MIT (permissive)
HairCLIP: Design Your Hair by Text and Reference Image 9 Dec 2021 wty-ustc/hairclip/models/facial_recognition/helpers.py c54fea429589425d ran · our draft was wrong fingerprinted LGPL-2.1 (copyleft) · pointer only
Producing augmentation-invariant embeddings from real-life imagery 6 Dec 2021 socom20/facebook-image-similarity-challenge-2021/modules/Facebook_AFMultiGPU_model_v23_sy_v6.py 6eb906f418ecceca unverified MIT (permissive)
Face.evoLVe: A High-Performance Face Recognition Library 19 Jul 2021 ZhaoJ9014/face.evoLVe.PyTorch/backbone/model_irse.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Consistent Instance False Positive Improves Fairness in Face Recognition 10 Jun 2021 Tencent/TFace/recognition/torchkit/head/localfc/cifp.py 265995c2541317fa ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Shift Invariance Can Reduce Adversarial Robustness 3 Mar 2021 SongweiGe/shift-invariance-adv-robustness/5_1_5/test_cifar.py 6295da24cd9b4a36 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Knowledge-Enriched Distributional Model Inversion Attacks 8 Oct 2020 SCccc21/Knowledge-Enriched-Distributional-Model-Inversion-Attacks/facenet.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation 3 Aug 2020 rahuls02/Image-Noise-Reduction/models/encoders/helpers.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement 2020-08 (from id) huyanxin/DeepComplexCRN/dc_crn.py e150bca493a582c4 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Linear Attention Mechanism: An Efficient Attention for Semantic Segmentation 29 Jul 2020 lironui/Linear-Attention-Mechanism/Linear-Attention-Mechanism.py 3aa98d060c68358f ran · fixture could not drive it fingerprinted AGPL-3.0 (copyleft) · pointer only
Predicting the Accuracy of a Few-Shot Classifier 8 Jul 2020 mbonto/fewshot_generalization/toolbox/load_data.py f25da1f56ee17efe unverified MIT (permissive)
GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators 15 Jun 2020 DingfanChen/GS-WGAN/source/models.py a84f15a80e3dbb2a ran · our draft was wrong fingerprinted MIT (permissive)
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition 1 Apr 2020 HuangYG123/CurricularFace/backbone/model_irse.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Towards Face Encryption by Generating Adversarial Identity Masks 15 Mar 2020 shawnxyang/tip-im/networks/ArcFace.py c54fea429589425d ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using Graph Convolutional Networks 12 Mar 2020 yiyuan1991/3D-Face-GCNs/lib/evoLVe_model.py 903e0d3c5117eefb unverified MIT (permissive)
Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images 10 Feb 2020 hongyanz/TRADES-smoothing/code/trades.py bbffec6aadbbfd95 ran · our draft was wrong fingerprinted MIT (permissive)
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping 31 Dec 2019 identical code first harvested elsewhere c54fea429589425d ran · our draft was wrong fingerprinted licence of this copy not recorded
PHASEN: A Phase-and-Harmonics-Aware Speech Enhancement Network 2019-11 (from id) identical code first harvested elsewhere e150bca493a582c4 ran · honoured contract fingerprinted licence of this copy not recorded
An Alternative Surrogate Loss for PGD-based Adversarial Testing 21 Oct 2019 yaodongyu/TRADES/trades.py bbffec6aadbbfd95 ran · our draft was wrong fingerprinted MIT (permissive)
TriMap: Large-scale Dimensionality Reduction Using Triplets 1 Oct 2019 eamid/trimap/trimap/trimap_.py 32d8abc93cf630f0 unverified Apache-2.0 (permissive)
Compositional Generalization in Image Captioning 10 Sep 2019 mitjanikolaus/compositional-image-captioning/models/bottom_up_top_down_ranking.py cb8446a797997e25 ran · honoured contract fingerprinted licence not identified · pointer only
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation 25 Jul 2019 minivision-ai/photo2cartoon/models/mobilefacenet.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 identical code first harvested elsewhere c54fea429589425d ran · our draft was wrong fingerprinted licence of this copy not recorded
Deep Flow-Guided Video Inpainting 8 May 2019 Lubsey1/inpainting_colab/models/DeepFill_Models/ops.py 161acc94c15c55a7 unverified MIT (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 TinDang97/face_recognition/models/model_irse.py 4742e83323430543 unverified MIT (permissive)
Semi-supervised Domain Adaptation via Minimax Entropy 13 Apr 2019 VisionLearningGroup/SSDA_MME/model/basenet.py 7f26a8f9f7e7e915 unverified MIT (permissive)
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 20 Mar 2019 thu-ml/at3d/AT3D/networks/ArcFace.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices 20 Apr 2018 TreB1eN/InsightFace_Pytorch/model.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
Sampling Matters in Deep Embedding Learning 23 Jun 2017 suruoxi/DistanceWeightedSampling/model.py b3008cda91f30a22 ran · honoured contract fingerprinted MIT (permissive)
arXiv:aaai_28147 kopper-xdu/Adv-Diffusion/classifier.py c54fea429589425d ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:aaai_26027 UCAS-LCH/Twin-Rep/trades.py bbffec6aadbbfd95 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2024.naacl-long.459 AMAAI-Lab/mustango/layers/layers.py 0fc5d9cde41807d8 ran · honoured contract fingerprinted MIT (permissive)
arXiv:136720506 YuchenLiu98/ECCV2022-SDA-FAS/SDA-FAS/models/DGFAS.py c54fea429589425d ran · our draft was wrong fingerprinted 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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