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l2_normalize

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

l2_normalize appears in the code Syntology harvested for 40 papers, as 38 distinct code bodies found in 42 places (a place is one code body under one paper). At least one of them ran in 21 of the papers; 16 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_normalize 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 21 of the 38 distinct code bodies named l2_normalize; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
1ran · violated contract
12ran · our draft was wrong
2ran · fixture could not drive it
2ran
17unverified
16fingerprinted

Licence is a property of each copy, so it is counted per place: 17 of the 42 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

40 papers shown of 40, newest first; 42 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 11 papers added by Syntology; 1 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
Import What You Need: Learning When and How to Augment EHR Graphs with External Knowledge added by Syntology 2026-09 (from id) ChenC2002/ReTA/reta/knowledge/clustering.py fdecf911bb51d56e unverified no licence file found · pointer only
CosMAP: Contrastive Manifold Approximation and Projection for Dimensionality Reduction of Omics and Genealogical Data added by Syntology 2026-08 (from id) FenosoaRandrianjatovo/CosMAP-dr/src/cosmapdr/cosmapdr.py f1934dc514a9afa5 ran · our draft was wrong fingerprinted BSD-2-Clause (permissive)
LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models added by Syntology 2026-07 (from id) ShuangLiangX/LEEPS/recipe/leeps/task_sampler.py 4bb9a4bd0cf9085d ran · violated contract fingerprinted Apache-2.0 (permissive)
Learning as Observable Matrix Dynamics: Diffusive Relaxations versus Phase Transitions added by Syntology 2026-06 (from id) ighalp/observable-matrix-dynamics-ml/omd/ml_fdm/distance_matrix.py 366ef995b314fd30 ran fingerprinted no licence file found · pointer only
OneSearch-V2: The Latent Reasoning Enhanced Self-distillation Generative Search Framework added by Syntology 2026-03 (from id) benchen4395/onesearch-family/rq-opq/keyword_enhance.py 376fa049b3508a72 unverified no licence file found · pointer only
An Extreme Multi-label Text Classification (XMTC) Library Dataset: What if we took "Use of Practical AI in Digital Libraries" seriously? added by Syntology 2026-03 (from id) sciknoworg/tib-sid/library-records-dataset/data-analysis/analysis3/gnd_embed_and_polysemy.py 1ff76032d3ce9d1f ran · our draft was wrong CC-BY-4.0 · pointer only
Stabilizing Native Low-Rank LLM Pretraining added by Syntology 2026-02 (from id) Pauljanson002/spectron/low_rank_linear.py 00696863cb395244 ran · our draft was wrong fingerprinted no licence file found · pointer only
jBOT: Semantic Jet Representation Clustering Emerges from Self-Distillation added by Syntology 2026-01 (from id) hftsoi/jbot/utils_ad.py fb55985283e0bbd1 unverified no licence file found · pointer only
BioBench: A Blueprint to Move Beyond ImageNet for Scientific ML Benchmarks added by Syntology 2025-11 (from id) samuelstevens/biobench/src/biobench/simpleshot.py 9b406434505fd5ad unverified MIT (permissive)
Re as on i ng Ban k: Scaling Agent Self-Evolving with Reasoning Memory added by Syntology 2025-09 (from id) google-research/reasoning-bank/WebArena/memory_management.py cf9eabc2e955701a unverified Apache-2.0 (permissive)
Domain-aware Category-level Geometry Learning Segmentation for 3D Point Clouds added by Syntology 2025-08 (from id) ChicalH/DCGL/core/models/semantic_kitti/geoclass.py d5090a7e490968ab ran · our draft was wrong fingerprinted no licence file found · pointer only
Mind the Gap: Evaluating Vision Systems in Small Data Applications 8 Apr 2025 samuelstevens/mindthegap/mindthegap/newt.py 34f4d8f8fb6bfb9c unverified MIT (permissive)
Contrasting with Symile: Simple Model-Agnostic Representation Learning for Unlimited Modalities 1 Nov 2024 rajesh-lab/symile/examples/binary_xor.py 1c37dd9a7a0a06cf ran · our draft was wrong MIT (permissive)
Analyzing and Reducing Catastrophic Forgetting in Parameter Efficient Tuning 29 Feb 2024 which47/llmcl/method/L2P.py d16edbaed144f08d ran fingerprinted no licence file found · pointer only
From Sparse to Soft Mixtures of Experts 2 Aug 2023 umbertocappellazzo/petl_ast/src/MoA.py 4760e36330feac9d ran · our draft was wrong fingerprinted no licence file found · pointer only
Federated Few-shot Learning 17 Jun 2023 songw-sw/f2l/main_image.py bc6f55493c37776f ran · honoured contract fingerprinted no licence file found · pointer only
Federated Few-shot Learning 17 Jun 2023 songw-sw/f2l/main_text.py 2cf4de80fe770aa5 ran · honoured contract fingerprinted no licence file found · pointer only
XTREME-UP: A User-Centric Scarce-Data Benchmark for Under-Represented Languages 19 May 2023 google-research/xtreme-up/baseline/compute_nearest_neighbors.py 086e5dd32d79621b unverified Apache-2.0 (permissive)
SeaThru-NeRF: Neural Radiance Fields in Scattering Media 16 Apr 2023 deborahLevy130/seathru_NeRF/internal/ref_utils.py e8304fe593a5daa6 unverified Apache-2.0 (permissive)
SemPPL: Predicting pseudo-labels for better contrastive representations 12 Jan 2023 google-deepmind/semppl/utils/helpers.py 8df258170fa3cb79 unverified Apache-2.0 (permissive)
MAGVIT: Masked Generative Video Transformer 10 Dec 2022 google-research/magvit/videogvt/models/vqvae.py 6355c1dcf1ced438 ran · our draft was wrong Apache-2.0 (permissive)
Exact-NeRF: An Exploration of a Precise Volumetric Parameterization for Neural Radiance Fields 22 Nov 2022 kostadinovshalon/exact-nerf/internal/ref_utils.py e8304fe593a5daa6 unverified Apache-2.0 (permissive)
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models 5 Oct 2022 leonnnop/gmmseg/mmseg/utils/GMMSeg.py 9f22b8f4626eaaba unverified Apache-2.0 (permissive)
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation 4 Oct 2022 cv-rits/coarse3d/pc_processor/models/projector.py d5090a7e490968ab ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Task-Adaptive Few-shot Node Classification 23 Jun 2022 songw-sw/tent/train_TENT.py f06b0faae251c6c8 ran · honoured contract fingerprinted no licence file found · pointer only
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning 10 Apr 2022 google-research/l2p/models/prompt.py 7a92b8b5e0991262 ran · our draft was wrong Apache-2.0 (permissive)
Learning with Neighbor Consistency for Noisy Labels 4 Feb 2022 google-research/scenic/scenic/projects/ncr/loss.py d473d69bb4e6da8e ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? 13 Jan 2022 google-deepmind/relicv2/utils/helpers.py 8df258170fa3cb79 unverified Apache-2.0 (permissive)
TALISMAN: Targeted Active Learning for Object Detection with Rare Classes and Slices using Submodular Mutual Information 30 Nov 2021 surajkothawade/talisman/talisman/strategies/active_learning_utils/compute_kernel.py 1e706ca592829e24 unverified MIT (permissive)
Skew Orthogonal Convolutions 24 May 2021 singlasahil14/soc/skew_ortho_conv.py d00da20762480770 ran · our draft was wrong fingerprinted no licence file found · pointer only
Skew Orthogonal Convolutions 24 May 2021 singlasahil14/SOC/skew_ortho_conv.py 5f294d9fde22ad26 ran · our draft was wrong fingerprinted no licence file found · pointer only
Cross-Modal Contrastive Learning for Text-to-Image Generation 12 Jan 2021 google-research/xmcgan_image_generation/xmcgan/libml/attention_lib.py 6355c1dcf1ced438 ran · our draft was wrong no licence file found · pointer only
Unsupervised Representation Learning by InvariancePropagation 7 Oct 2020 WangFeng18/InvariancePropagation/objective.py a08ad4db2fd1d778 ran · honoured contract fingerprinted MIT (permissive)
Controllable Multi-Interest Framework for Recommendation 19 May 2020 shenweichen/deepmatch/deepmatch/utils.py d5d44a13d90b4c3a unverified Apache-2.0 (permissive)
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 jramapuram/SimCLR/objective.py 6325cd34bc332e95 ran · our draft was wrong fingerprinted MIT (permissive)
Learning with Average Precision: Training Image Retrieval with a Listwise Loss 18 Jun 2019 almazan/deep-image-retrieval/dirtorch/nets/rmac_resnet.py 426de3b16db2fb92 unverified BSD-3-Clause (permissive)
Differentiable Linearized ADMM 15 May 2019 zzs1994/D-LADMM/main_lena.py 06f171a1883e4c8d unverified MIT (permissive)
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks 10 Jul 2018 kimjeyoung/Mahalanobis-BERT/models/mahalanobis.py ddaf1f8283422da4 ran · fixture could not drive it no licence file found · pointer only
Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 zzmtsvv/adversarial/sn_gan/sn_modules.py bf5a05c7adc49b0b ran · our draft was wrong fingerprinted no licence file found · pointer only
3D Bounding Box Estimation Using Deep Learning and Geometry 1 Dec 2016 cersar/3D_detection/net/bbox_3D_net.py 1041f60d8e5cd0c9 unverified MIT (permissive)
Unsupervised Cross-Domain Image Generation 7 Nov 2016 deepakprabakar96/DTN/face/facenet/preprocessing.py 9e7babae415f5497 unverified MIT (permissive)
arXiv:136910021 UCDvision/CMSF/self_supervised/eval_knn.py a1a3e5fec419eadd 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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