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Identity

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

Identity appears in the code Syntology harvested for 49 papers, as 44 distinct code bodies found in 50 places (a place is one code body under one paper). At least one of them ran in 46 of the papers; 37 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 Identity 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 41 of the 44 distinct code bodies named Identity; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
3ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
37ran
3unverified
37fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 50 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

49 papers shown of 49, newest first; 50 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; 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
Continuous Thought Machines 8 May 2025 SakanaAI/continuous-thought-machines/models/ctm.py e206223b33cedd14 ran fingerprinted Apache-2.0 (permissive)
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization 25 Apr 2025 kesenzhao/uv-cot/omnilmm/model/omnilmm.py 5be6156a5bbf6aa8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Event2Vec: Processing neuromorphic events directly by representations in vector space 21 Apr 2025 fangwei123456/event2vec/models.py de6027fffe767191 ran fingerprinted no licence file found · pointer only
A Cross-Scene Benchmark for Open-World Drone Active Tracking 1 Dec 2024 SHWplus/DAT_Benchmark/Alg_Base/DAT_Benchmark/envs/environment.py d5f78640d43410f5 unverified MIT (permissive)
Ca2-VDM: Efficient Autoregressive Video Diffusion Model with Causal Generation and Cache Sharing 25 Nov 2024 songweige/TATS/tats/tats_transformer.py f020bb1b02990123 ran MIT (permissive)
Watermark Anything with Localized Messages 11 Nov 2024 facebookresearch/watermark-anything/watermark_anything/models/wam.py bcb4b3ed6a29fdd0 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Diffusion Models are Evolutionary Algorithms 3 Oct 2024 Zhangyanbo/diffusion-evolution/diffevo/optimizer.py 5e3a40fa59c113e0 ran licence not identified · pointer only
Is Value Learning Really the Main Bottleneck in Offline RL? 13 Jun 2024 seohongpark/ogbench/impls/agents/hiql.py 55eac5ab51a6832f ran · metamorphic tier: invariant fingerprinted MIT (permissive)
On Train-Test Class Overlap and Detection for Image Retrieval 1 Apr 2024 MCC-WH/Token/networks/RetrievalNet.py acdcf1b7fddda414 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs 19 Mar 2024 ashiq24/coda-no/layers/codano_block_nd.py 8c3830c9f8a37f06 ran no licence file found · pointer only
LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition 13 Mar 2024 szlbiubiubiu/lafs_cvpr2024/face_pre_pro/ViT_face.py 897a6cef897cd588 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
When to Learn What: Model-Adaptive Data Augmentation Curriculum 9 Sep 2023 JackHck/MADAug/adaptive_augmentor.py 5adb748bc6564a2e ran · violated contract fingerprinted no licence file found · pointer only
DUET: 2D Structured and Approximately Equivariant Representations 28 Jun 2023 apple/ml-duet/duet/models/duet.py 4f7e1c08346a6301 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations 8 Jun 2023 hyeonjeongha/croze/zero_cost_methods/pruners/measures/croze.py 4a47afcc6d8693f8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Sharpness-Aware Gradient Matching for Domain Generalization 18 Mar 2023 wang-pengfei/sagm/domainbed/algorithms/algorithms.py c090fe2ca8acedb3 ran fingerprinted MIT (permissive)
Neural Methods for Logical Reasoning Over Knowledge Graphs 28 Sep 2022 amayuelas/NNKGReasoning/models/baselines.py f44985272d18127a ran · honoured contract fingerprinted MIT (permissive)
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs 28 Jul 2022 Tebmer/SNRI/model/dgl/graph_classifier.py df20ae228378ef18 ran fingerprinted no licence file found · pointer only
Global Context Vision Transformers 20 Jun 2022 awsaf49/gcvit-tf/gcvit/models/gcvit.py fc4f231a89851495 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top 1 Jun 2022 samuelhorvath/vr_byzantine/code/worker.py 1b9d3a564242e743 ran fingerprinted no licence file found · pointer only
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization 29 May 2022 ibm/mri/custom_algorithms.py f0e9d2dc26748363 ran fingerprinted MIT (permissive)
Probabilistic Entity Representation Model for Reasoning over Knowledge Graphs 26 Oct 2021 akirato/perm-gaussiankg/models_gaussian.py f44985272d18127a ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking 26 Oct 2021 mcc-wh/csa/network/RerankTransformer.py f343584e73054bcf ran fingerprinted MIT (permissive)
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression 25 May 2021 iamkanghyunchoi/ait/AutoReCon_AIT/model_generator.py 5094999a837b9555 ran · metamorphic tier: invariant fingerprinted GPL-3.0 (copyleft) · pointer only
Learning Semantic Person Image Generation by Region-Adaptive Normalization 14 Apr 2021 cszy98/SPGNet/models/SPG_net_deepfashion.py 3781852db9479c80 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Layout-Guided Novel View Synthesis from a Single Indoor Panorama 31 Mar 2021 facebookresearch/synsin/models/z_buffermodel.py 3db9a75f55277141 ran fingerprinted licence not identified · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 nathanlem1/igae-net/model/models.py 26120e2844a90ffb ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Learning Versatile Neural Architectures by Propagating Network Codes 24 Mar 2021 dingmyu/NCP/models/supernet.py eb4511eaa68b7bd7 ran · metamorphic tier: invariant fingerprinted BSD-2-Clause (permissive)
Multi-attentional Deepfake Detection 3 Mar 2021 yoctta/multiple-attention/models/MAT.py 552d3aca78645318 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Event-based Synthetic Aperture Imaging with a Hybrid Network 3 Mar 2021 dvs-whu/E-SAI/codes/Networks/Hybrid.py 695cdd940a3e5a2e ran fingerprinted MIT (permissive)
Logic Embeddings for Complex Query Answering 28 Feb 2021 identical code first harvested elsewhere f44985272d18127a ran · honoured contract fingerprinted licence of this copy not recorded
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs 22 Oct 2020 snap-stanford/KGReasoning/models.py f44985272d18127a ran · honoured contract fingerprinted MIT (permissive)
Self-Paced Learning for Neural Machine Translation 9 Oct 2020 wanyu2018umac/Self-Paced-Learning-for-Neural-Machine-Translation/train/train_single.py 4831d28d3db6715d ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Expressive Power of Invariant and Equivariant Graph Neural Networks 28 Jun 2020 mlelarge/graph_neural_net/models/blocks_emb.py 9375f2695dc66fe0 ran · metamorphic tier: well formed fingerprinted Apache-2.0 (permissive)
Strictly Batch Imitation Learning by Energy-based Distribution Matching 25 Jun 2020 wgrathwohl/JEM/train_wrn_ebm.py fdbb7a963e661fb1 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Labelling unlabelled videos from scratch with multi-modal self-supervision 24 Jun 2020 facebookresearch/selavi/model.py cd43c253a0e41d2f ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning 23 Jun 2020 rraileanu/auto-drac/data_augs.py a8627e2fd47595ae unverified MIT (permissive)
Geometry-Aware Gradient Algorithms for Neural Architecture Search 16 Apr 2020 NivNayman/XNAS/model.py c6c6288219c9d532 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings 14 Feb 2020 kjh9503/caqr/CaQR/betae/models.py f44985272d18127a ran · honoured contract fingerprinted no licence file found · pointer only
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 talipucar/PyFlow_SimCLR/src/model.py b77efc36f9b77b9b ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 21 Jan 2020 kekmodel/FixMatch-pytorch/dataset/randaugment.py 0847c9a3c04c392e ran · violated contract fingerprinted MIT (permissive)
RandAugment: Practical automated data augmentation with a reduced search space 30 Sep 2019 etetteh/sota-data-augmentation-and-optimizers/augmentation/RandAugment.py 08f47bae89750cac ran · violated contract fingerprinted MIT (permissive)
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering 9 Sep 2019 DecstionBack/AAAI_2020_CommonsenseQA/pytorch_transformers/modeling_utils.py f44985272d18127a ran · honoured contract fingerprinted Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 shijianjian/efficientnet-pytorch-3d/efficientnet_pytorch_3d/model.py b308ef01620c79cd ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 AmirmohammadRostami/KeywordsSpotting-EfficientNet-A0/utils/efficientnet_pytorch/model.py 59c76d4ae50a8e09 ran fingerprinted MIT (permissive)
Searching for MobileNetV3 6 May 2019 chris-boson/fashion_mnist/trainer/models/mobilenetv3.py 9942e2eaf6ad275b ran fingerprinted no licence file found · pointer only
Embedding Logical Queries on Knowledge Graphs 5 Jun 2018 identical code first harvested elsewhere f44985272d18127a ran · honoured contract fingerprinted licence of this copy not recorded
Efficient Neural Architecture Search via Parameter Sharing 9 Feb 2018 zbyte64/pytorch-dagsearch/dagsearch/dag.py cefafcb412701ad5 ran fingerprinted no licence file found · pointer only
Provable defenses against adversarial examples via the convex outer adversarial polytope 2 Nov 2017 fra31/mmr-universal/kolter_wong/convex_adversarial/dual_network.py 15451c00600189d1 ran · metamorphic tier: deterministic MIT (permissive)
Optimizing Neural Networks with Kronecker-factored Approximate Curvature 19 Mar 2015 n-gao/pytorch-kfac/torch_kfac/kfac_optimizer.py 16eaade9680fa2ad unverified Apache-2.0 (permissive)
arXiv:2024.findings-acl.859 1emonx/Amanda/models/amanda_model.py 1c55c49da31bc6fa ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only

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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