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l2norm

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

l2norm appears in the code Syntology harvested for 84 papers, as 40 distinct code bodies found in 89 places (a place is one code body under one paper). At least one of them ran in 63 of the papers; 21 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 l2norm 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 40 distinct code bodies named l2norm; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
10ran · our draft was wrong
2ran · fixture could not drive it
8ran
19unverified
21fingerprinted

Licence is a property of each copy, so it is counted per place: 25 of the 89 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

84 papers shown of 84, newest first; 89 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 4 papers added by Syntology; 9 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
Do Current Retrievers Cover All the Evidence? A Controlled Study of Conjunctive Cross-Page Retrieval added by Syntology 2026-07 (from id) sunggukcha/n_clue/code/build_semantic_clusters.py c322a82c60df39fb ran fingerprinted licence not identified · pointer only
Capturing LLM Capabilities via Evidence-Calibrated Query Clustering added by Syntology 2026-05 (from id) fzwark/ECC/clustering_emb.py 5564c06eca4fc6da unverified no licence file found · pointer only
Preference Redirection via Attention Concentration: An Attack on Computer Use Agents added by Syntology 2026-04 (from id) Dominik5431/PRAC/prac/attack/modeling_qwen3_5.py ad02a4d73e288c06 unverified licence not identified · pointer only
SEMPO: Lightweight Foundation Models for Time Series Forecasting added by Syntology 2025-10 (from id) DAMO-DI-ML/One_Fits_All/Few-shot_Learning/models/PatchTST.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:2506.21803 2025-06 (from id) HKU-MedAI/MELP/src/melp/backbone/norm_ema_quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer 13 Mar 2025 jinyanglii/OVTR/ovtr/models/fuse_modules.py 48cff1d6632b7025 ran fingerprinted MIT (permissive)
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification 25 Feb 2025 tmlresearchgroup-cas/clipure/CLIP_eval/CLIPure_Cos.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
Single-Channel EEG Tokenization Through Time-Frequency Modeling 22 Feb 2025 Jathurshan0330/TFM-Tokenizer/models/tfm_token.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Diffusion Models without Classifier-free Guidance 17 Feb 2025 lucidrains/classifier-free-guidance-pytorch/classifier_free_guidance_pytorch/open_clip.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection 26 Sep 2024 DAMO-DI-ML/NeurIPS2023-One-Fits-All/Few-shot_Learning/models/PatchTST.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals 27 Aug 2024 935963004/neurolm/model/norm_ema_quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Emilia: An Extensive, Multilingual, and Diverse Speech Dataset for Large-Scale Speech Generation 7 Jul 2024 open-mmlab/Amphion/models/codec/amphion_codec/quantize/vector_quantize.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Video Occupancy Models 25 Jun 2024 manantomar/video-occupancy-models/dino/norm_ema_quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted no licence file found · pointer only
Are Language Models Actually Useful for Time Series Forecasting? 22 Jun 2024 bennytmt/ts_models/OFA/models/PatchTST.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
MoE Jetpack: From Dense Checkpoints to Adaptive Mixture of Experts for Vision Tasks 7 Jun 2024 adlith/moe-jetpack/moejet/models/soft_moe.py c1451f5572ce77c1 ran fingerprinted Apache-2.0 (permissive)
Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI 29 May 2024 935963004/labram/norm_ema_quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning 26 May 2024 LUOyk1999/NodeID/SL/Link_Prediction/vq.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Conditioning diffusion models by explicit forward-backward bridging 22 May 2024 zgbkdlm/fbs/fbs/nn/unet.py f79eff565a1e33e8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
HILCodec: High-Fidelity and Lightweight Neural Audio Codec 8 May 2024 aask1357/hilcodec/models/hilcodec/vector_quantize.py 0254d06d15bac873 ran fingerprinted MIT (permissive)
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting 26 Apr 2024 xurige1995/3shnet/lib/Crossmodal_Fusion4_sm.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery 13 Apr 2024 identical code first harvested elsewhere 9e5b9ebb30a1dab5 ran · violated contract fingerprinted licence of this copy not recorded
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey 8 Feb 2024 zjukg/snag/SNAG_MMEA/model/EVA_tools.py 433bcbe46a942d69 unverified MIT (permissive)
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization 5 Feb 2024 jy0205/lavit/LaVIT/models/modeling_visual_tokenzier.py eca6cdf05972a95e ran · our draft was wrong fingerprinted no licence file found · pointer only
Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks 25 Jan 2024 idea-research/groundingdino/groundingdino/models/GroundingDINO/fuse_modules.py 48cff1d6632b7025 ran fingerprinted Apache-2.0 (permissive)
Learning High-Quality and General-Purpose Phrase Representations 18 Jan 2024 tigerchen52/PEARL/source/loss.py fe3531ab11577559 ran fingerprinted CC0-1.0 (permissive)
Data Attribution for Diffusion Models: Timestep-induced Bias in Influence Estimation 17 Jan 2024 txie1/diffusion-retrac/model/_attention.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
Cross-modal Active Complementary Learning with Self-refining Correspondence 26 Oct 2023 QinYang79/CRCL/CRCL_NeurIPS23/model/VSEinfty.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted no licence file found · pointer only
Cross-modal Active Complementary Learning with Self-refining Correspondence 26 Oct 2023 QinYang79/CRCL/CRCL_NeurIPS23/model/SGRAF.py 03e1f23d59a7c45a ran · our draft was wrong fingerprinted no licence file found · pointer only
AMR Parsing with Causal Hierarchical Attention and Pointers 18 Oct 2023 LouChao98/chap_amr_parser/src/models/components/common.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
X-Pose: Detecting Any Keypoints 12 Oct 2023 IDEA-Research/UniPose/models/UniPose/fuse_modules.py 906ace82161a66eb ran fingerprinted licence not identified · pointer only
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors 4 Oct 2023 idoamos/not-from-scratch/local_attention/transformer.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
Diverse and Aligned Audio-to-Video Generation via Text-to-Video Model Adaptation 28 Sep 2023 guyyariv/TempoTokens/modules/beats/quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Unified Language-Vision Pretraining in LLM with Dynamic Discrete Visual Tokenization 9 Sep 2023 jy0205/LaVIT/LaVIT/models/modeling_visual_tokenzier.py eca6cdf05972a95e ran · our draft was wrong fingerprinted licence not identified · pointer only
Contrastive Grouping with Transformer for Referring Image Segmentation 2 Sep 2023 toneyaya/cgformer/model/layers.py 1f0f760eab66c082 ran fingerprinted MIT (permissive)
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision 29 Aug 2023 kdwonn/SaG/model/cross_modal_attention.py e4fe846ff705def5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Noisy-Correspondence Learning for Text-to-Image Person Re-identification 19 Aug 2023 QinYang79/RDE/2024-CVPR-RDE/model/CrossEmbeddingLayer_tse.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted no licence file found · pointer only
Noisy-Correspondence Learning for Text-to-Image Person Re-identification 19 Aug 2023 QinYang79/RDE/2024-CVPR-RDE/model/build.py b39076605981f7f8 ran fingerprinted no licence file found · pointer only
AdvCLIP: Downstream-agnostic Adversarial Examples in Multimodal Contrastive Learning 14 Aug 2023 cgcl-codes/advclip/utils/model.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted MIT (permissive)
VQGraph: Rethinking Graph Representation Space for Bridging GNNs and MLPs 4 Aug 2023 YangLing0818/VQGraph/vq.py eca6cdf05972a95e ran · our draft was wrong fingerprinted no licence file found · pointer only
Efficient Token-Guided Image-Text Retrieval with Consistent Multimodal Contrastive Training 15 Jun 2023 lcfractal/tgdt/models/utils.py f92e514b398e75d8 ran · our draft was wrong fingerprinted MIT (permissive)
TryOnDiffusion: A Tale of Two UNets 14 Jun 2023 fashn-AI/tryondiffusion/tryondiffusion/modules/imagen.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
AudioToken: Adaptation of Text-Conditioned Diffusion Models for Audio-to-Image Generation 22 May 2023 guyyariv/AudioToken/modules/BEATs/quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational Autoencoder 4 May 2023 oppo-us-research/FA-VAE/models/l2_quantize.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Using Perturbation to Improve Goodness-of-Fit Tests based on Kernelized Stein Discrepancy 28 Apr 2023 XingLLiu/pksd/pksd/kernel.py 5ac1129cecb37805 unverified MIT (permissive)
CrossLoc3D: Aerial-Ground Cross-Source 3D Place Recognition 31 Mar 2023 rayguan97/crossloc3d/models/ours/model.py 8deabf7913c20741 ran · our draft was wrong fingerprinted MIT (permissive)
CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion 21 Mar 2023 navervision/compodiff/demo_search.py 95b6310f5a3397be unverified Apache-2.0 (permissive)
What Makes Data Suitable for a Locally Connected Neural Network? A Necessary and Sufficient Condition Based on Quantum Entanglement 20 Mar 2023 lucidrains/local-attention/local_attention/transformer.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
Scaling up GANs for Text-to-Image Synthesis 9 Mar 2023 lucidrains/gigagan-pytorch/gigagan_pytorch/open_clip.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
Vector Quantized Time Series Generation with a Bidirectional Prior Model 8 Mar 2023 ml4its/timevqvae/src/timevqvae/vector_quantization/vq.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Neural Vector Fields: Implicit Representation by Explicit Learning 8 Mar 2023 Wi-sc/NVF/models/vector_quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
BEATs: Audio Pre-Training with Acoustic Tokenizers 18 Dec 2022 phuriches/genrepasd/beats/quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted MIT (permissive)
Improved Masked Image Generation with Token-Critic 9 Sep 2022 identical code first harvested elsewhere 3eb58dae620046d3 ran · our draft was wrong fingerprinted licence of this copy not recorded
Multi-modal Contrastive Representation Learning for Entity Alignment 2 Sep 2022 lzxlin/mclea/src/models.py 433bcbe46a942d69 unverified MIT (permissive)
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness 27 May 2022 lucidrains/flash-cosine-sim-attention/flash_cosine_sim_attention/flash_cosine_sim_attention.py ebc7297040578822 ran · our draft was wrong fingerprinted MIT (permissive)
Hierarchical Text-Conditional Image Generation with CLIP Latents 13 Apr 2022 laion-ai/conditioned-prior/util.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
Grassmann Stein Variational Gradient Descent 7 Feb 2022 imperialcollegelondon/gsvgd/src/kernel.py cf8def84f06661bb unverified MIT (permissive)
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 lucidrains/memory-efficient-attention-pytorch/memory_efficient_attention_pytorch/cosine_sim_flash_attention.py 3eb58dae620046d3 ran · our draft was wrong fingerprinted MIT (permissive)
Cluster Contrast for Unsupervised Person Re-Identification 22 Mar 2021 alibaba/cluster-contrast/clustercontrast/utils/infomap_cluster.py 34b0da41b1dd21f0 unverified MIT (permissive)
Similarity Reasoning and Filtration for Image-Text Matching 5 Jan 2021 Paranioar/SGRAF/model.py 03e1f23d59a7c45a ran · our draft was wrong fingerprinted no licence file found · pointer only
Universal Weighting Metric Learning for Cross-Modal Matching 7 Oct 2020 wayne980/PolyLoss/model.py fe7440ba7662dcfc unverified Apache-2.0 (permissive)
Visual Pivoting for (Unsupervised) Entity Alignment 28 Sep 2020 cambridgeltl/eva/src/models.py 433bcbe46a942d69 unverified MIT (permissive)
Fine-grained Visual Textual Alignment for Cross-Modal Retrieval using Transformer Encoders 12 Aug 2020 mesnico/TERAN/models/utils.py f92e514b398e75d8 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 yiyixuxu/denoising-diffusion-flax/denoising_diffusion_flax/unet.py f79eff565a1e33e8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Bootstrap your own latent: A new approach to self-supervised Learning 13 Jun 2020 lucidrains/byol-pytorch/byol_pytorch/byol_pytorch.py 09b2eed13fab23fa ran · our draft was wrong fingerprinted MIT (permissive)
Transformer Reasoning Network for Image-Text Matching and Retrieval 20 Apr 2020 mesnico/TERN/models/utils.py f92e514b398e75d8 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
GANSpace: Discovering Interpretable GAN Controls 6 Apr 2020 harskish/ganspace/interactive.py f97c5f0657e277e8 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Learning to Cluster Faces via Confidence and Connectivity Estimation 1 Apr 2020 xiaoxiong74/face-cluster-by-infomap/face-cluster-by-infomap.py 9e5b9ebb30a1dab5 ran · violated contract fingerprinted no licence file found · pointer only
Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning 1 Mar 2020 cshizhe/hgr_v2t/framework/ops.py 3605e4a6b1579347 unverified MIT (permissive)
Fine-Grained Fashion Similarity Learning by Attribute-Specific Embedding Network 7 Feb 2020 Maryeon/asen/model.py f92e514b398e75d8 ran · our draft was wrong fingerprinted no licence file found · pointer only
CAMP: Cross-Modal Adaptive Message Passing for Text-Image Retrieval 12 Sep 2019 ZihaoWang-CV/CAMP_iccv19/fusion_module.py 68fa66add9257783 unverified Apache-2.0 (permissive)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval 11 Jun 2019 yalesong/pvse/loss.py 7db07517e868f2bd unverified MIT (permissive)
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval 11 Jun 2019 yalesong/pvse/model.py 0e45ef681f2e9391 unverified MIT (permissive)
Learning to Cluster Faces on an Affinity Graph 4 Apr 2019 identical code first harvested elsewhere 9e5b9ebb30a1dab5 ran · violated contract fingerprinted licence of this copy not recorded
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis 2 Apr 2019 huiyegit/T2I_CL/DM-GAN+CL/code/pretrain_DAMSM.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted MIT (permissive)
Dual Encoding for Zero-Example Video Retrieval 17 Sep 2018 danieljf24/dual_encoding/model.py 741174c85c8d06ad ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Dual Encoding for Zero-Example Video Retrieval 17 Sep 2018 danieljf24/dual_encoding/evaluation.py 397dccf0a72eb52c unverified Apache-2.0 (permissive)
Learning Visually-Grounded Semantics from Contrastive Adversarial Samples 27 Jun 2018 ExplorerFreda/VSE-C/VSE_C/model.py 1ff2d83dc35a67ce unverified MIT (permissive)
Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning 4 May 2018 mit-acl/gym-collision-avoidance/gym_collision_avoidance/envs/util.py 087daf9501dbdf25 unverified MIT (permissive)
Stacked Cross Attention for Image-Text Matching 21 Mar 2018 idejie/SCAN/model.py fe7440ba7662dcfc unverified Apache-2.0 (permissive)
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives 18 Jul 2017 kadarakos/mulisera/model.py 741174c85c8d06ad ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:Liu_EEGMirror_Leveraging_EEG_Data_in_the_Wild_via_Montage-Agnostic_Self-Supervision_ICCV_2025_paper XuanhaoLiu/EEGMirror/eegmirror/quantizer.py eca6cdf05972a95e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:Diao_UniPT_Universal_Parallel_Tuning_for_Transfer_Learning_with_Efficient_Parameter_CVPR_2024_paper Paranioar/UniPT/CLIP4Clip/modules/module_adapter.py d1ab756aac241969 unverified Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.517 jyansir/Text2Tree/losses.py f26223f429554600 unverified MIT (permissive)
arXiv:2023.findings-emnlp.153 thunlp/FewRel/models/proto_norm.py e639380bfda1f139 unverified MIT (permissive)
arXiv:2021.findings-emnlp.138 inimah/protoinfomax/models/model_imax_kw_intent.py e639380bfda1f139 unverified MIT (permissive)
arXiv:136960251 silenceFS/LINAS/model.py 741174c85c8d06ad ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:136960251 silenceFS/LINAS/evaluation.py 397dccf0a72eb52c unverified Apache-2.0 (permissive)
arXiv:136950719 Suo-Wei/SRCF/src/model/model.py be7c4a676b9f1e19 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:136850478 leo-gb/UMA/ccs_training/models/model.py 4b81c7ede21110ec 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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