Home › Code › Classifier

Classifier

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

Classifier appears in the code Syntology harvested for 72 papers, as 54 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 62 of the papers; 13 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 Classifier 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 44 of the 54 distinct code bodies named Classifier; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
40ran
10unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 35 of the 74 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

72 papers shown of 72, newest first; 74 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 9 papers added by Syntology. 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
LFM: Leveraging Foundation Models for Source-Free Universal Domain Adaptation added by Syntology 2026-07 (from id) iamjingli/LFM/train_target.py 590aa0969d97b025 ran · metamorphic tier: deterministic MIT (permissive)
SWORDBENCH: Evaluating Orthogonality of Steering Image Representations added by Syntology 2026-05 (from id) Weixin-Liang/MetaShift/experiments/distribution_shift/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
MeasHalu: Mitigation of Scientific Measurement Hallucinations for Large Language Models with Enhanced Reasoning added by Syntology 2026-04 (from id) nielstron/quantulum3/quantulum3/classifier.py 8c122fc71c26a4d6 unverified MIT (permissive)
A Compression Perspective on Simplicity Bias added by Syntology 2026-03 (from id) 3rdCore/complicity/source/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
Unlocking Few-Shot Capabilities in LVLMs via Prompt Conditioning and Head Selection added by Syntology 2026-03 (from id) AdhemarDeSenneville/HEC/src/fewshot/classifier.py 9ce04136606729c3 ran no licence file found · pointer only
Negatives-Dominant Contrastive Learning for Generalization in Imbalanced Domains added by Syntology 2026-01 (from id) Alrash/NDCL/src/algorithms.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
inversedMixup: Data Augmentation via Inverting Mixed Embeddings added by Syntology 2026-01 (from id) pypi1412/inversedMixup/src/inversed_mixup/model.py 50177ae5c3c3aee3 unverified no licence file found · pointer only
GMM-COMET: Continual Source-Free Universal Domain Adaptation via a Mean Teacher and Gaussian Mixture Model-Based Pseudo-Labeling added by Syntology 2026-01 (from id) pascalschlachter/GMM-COMET/adaptation.py 04701d6379d85b46 ran · metamorphic tier: deterministic no licence file found · pointer only
Learning Reconfigurable Representations for Multimodal Federated Learning with Missing Data added by Syntology 2025-10 (from id) nmduonggg/PEPSY/src/benchmark/edf_classification_lm/model/pepsy.py c9abe6c6f31a0292 unverified no licence file found · pointer only
MOBODY: Model Based Off-Dynamics Offline Reinforcement Learning 10 Jun 2025 guoyihonggyh/mobody-model-based-off-dynamics-offline-reinforcement-learning/algo/dynamics/mobody_dynamics.py 7e4ece61f52b7dcb ran · metamorphic tier: deterministic MIT (permissive)
ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models 20 May 2025 gtzheng/ShortcutProbe/algorithms/shortcut_probe.py aa528f9aa86d7413 unverified no licence file found · pointer only
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking 9 Feb 2025 cezhang01/correct/model.py a8e4ecd4cfc73954 ran no licence file found · pointer only
Monte Carlo Tree Search based Space Transfer for Black-box Optimization 10 Dec 2024 lamda-bbo/mcts-transfer/mcts/MCTS.py 8b3cb92357c3a2e9 ran no licence file found · pointer only
Classification Done Right for Vision-Language Pre-Training 5 Nov 2024 x-cls/superclass/opencls/open_clip/cls_model.py b4684d62e958c830 unverified Apache-2.0 (permissive)
Classifier-guided Gradient Modulation for Enhanced Multimodal Learning 3 Nov 2024 zrguo/cggm/src/foodtrain.py f70f65ad58a53350 unverified MIT (permissive)
OT-VP: Optimal Transport-guided Visual Prompting for Test-Time Adaptation 12 Jun 2024 zybeich/ot-vp/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
When Parts Are Greater Than Sums: Individual LLM Components Can Outperform Full Models 19 Jun 2024 terarachang/LLMDecomp/train_components.py b3e39e30bbaff1d5 unverified no licence file found · pointer only
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring 13 Jun 2024 INVOKERer/LoFormer/basicsr/models/archs/AdaRevID_arch.py 54b4cb2b28654156 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Causally Inspired Regularization Enables Domain General Representations 25 Apr 2024 olawalesalaudeen/tcri/DomainBed/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
Trusted Multi-view Learning with Label Noise 18 Apr 2024 YilinZhang107/TMNR/model.py 1cde39a903bce81f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Understanding Domain Generalization: A Noise Robustness Perspective 26 Jan 2024 qiaoruiyt/NoiseRobustDG/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
Exploring Diverse Representations for Open Set Recognition 12 Jan 2024 Vanixxz/MEDAF/core/net.py 8958b0e98a344103 ran no licence file found · pointer only
From Charts to Atlas: Merging Latent Spaces into One 11 Nov 2023 crisostomi/latent-aggregation/src/la/modules/relative_vanilla_cnn.py b6345f8c205b2647 ran · metamorphic tier: deterministic MIT (permissive)
Unlocking Emergent Modularity in Large Language Models 17 Oct 2023 qiuzh20/emoe/Vision/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
DECO: Dense Estimation of 3D Human-Scene Contact In The Wild 26 Sep 2023 sha2nkt/deco/models/deco.py 4c099b4d3a311a6f ran licence not identified · pointer only
Invariant Learning via Probability of Sufficient and Necessary Causes 22 Sep 2023 ymy4323460/casn/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong no licence file found · pointer only
SepVAE: a contrastive VAE to separate pathological patterns from healthy ones 12 Jul 2023 neurospin-projects/2023_rlouiset_sepvae/celeba/sep_vae.py 00806c10633fb1d0 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Benchmarking Algorithms for Federated Domain Generalization 11 Jul 2023 inouye-lab/feddg_benchmark/src/models.py ce7990d7ad5821ff ran · our draft was wrong no licence file found · pointer only
Distribution Shift Inversion for Out-of-Distribution Prediction 14 Jun 2023 yu-rp/distribution-shift-iverson/DSI/Predictor/domainbed_part/networks.py ce7990d7ad5821ff ran · our draft was wrong Apache-2.0 (permissive)
POEM: Polarization of Embeddings for Domain-Invariant Representations 22 May 2023 JoSangYoung/Official-POEM/POEM/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
PGrad: Learning Principal Gradients For Domain Generalization 2 May 2023 qdata/pgrad/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
TFS-ViT: Token-Level Feature Stylization for Domain Generalization 28 Mar 2023 mehrdad-noori/tfs-vit_token-level_feature_stylization/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
UNREAL:Unlabeled Nodes Retrieval and Labeling for Heavily-imbalanced Node Classification 18 Mar 2023 yanliang3612/UNREAL/models/Summer.py 21b8e2937b061ca5 ran · metamorphic tier: deterministic MIT (permissive)
SmartBERT: A Promotion of Dynamic Early Exiting Mechanism for Accelerating BERT Inference 16 Mar 2023 HuBoren99/SmartBert/models/SmartBert.py fed1284fadbf8d3b ran · metamorphic tier: deterministic MIT (permissive)
A Large-scale Film Style Dataset for Learning Multi-frequency Driven Film Enhancement 21 Jan 2023 CXH-Research/FilmNet/models/filmnet.py 76fad11374ea4b1a ran fingerprinted MIT (permissive)
ODIM: Outlier Detection via Likelihood of Under-Fitted Generative Models 11 Jan 2023 Minqi824/ADBench/adbench/baseline/DeepSAD/src/networks/dgm.py 426d4daa1deb0dbe ran · metamorphic tier: invariant fingerprinted BSD-2-Clause (permissive)
Reversible Column Networks 22 Dec 2022 megvii-research/revcol/models/revcol.py 62fc75450a52fc56 ran fingerprinted Apache-2.0 (permissive)
Empirical Study on Optimizer Selection for Out-of-Distribution Generalization 15 Nov 2022 hiroki11x/optimizer_comparison_ood/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong Apache-2.0 (permissive)
SimPer: Simple Self-Supervised Learning of Periodic Targets 6 Oct 2022 yyzharry/simper/src/simper.py aeb749b212a5e4b5 ran · our draft was wrong licence not identified · pointer only
Prompt Vision Transformer for Domain Generalization 18 Aug 2022 zhengzangw/DoPrompt/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT (permissive)
Test-Time Adaptation via Self-Training with Nearest Neighbor Information 8 Jul 2022 mingukjang/tast/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Sparse Mixture-of-Experts are Domain Generalizable Learners 8 Jun 2022 luodian/sf-moe-dg/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization 29 May 2022 ibm/mri/custom_algorithms.py 1389f95d1fb9f67e ran · our draft was wrong MIT (permissive)
FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction 26 May 2022 lins-lab/fedbr/fedbr/networks.py ce7990d7ad5821ff ran · our draft was wrong Apache-2.0 (permissive)
Diverse Weight Averaging for Out-of-Distribution Generalization 19 May 2022 alexrame/diwa/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong Apache-2.0 (permissive)
Contrastive Test-Time Adaptation 21 Apr 2022 DianCh/AdaContrast/target.py 291ff0547fe08f00 unverified no licence file found · pointer only
Multi-View Graph Representation for Programming Language Processing: An Investigation into Algorithm Detection 25 Feb 2022 githubg0/mvg/models.py 32f5351edeb2880a ran · metamorphic tier: deterministic no licence file found · pointer only
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains 25 Nov 2021 shogi880/DPLCLIP/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Equivariant Contrastive Learning 28 Oct 2021 rdangovs/essl/photonics/ssl_mode.py 32d8df337a54368a ran MIT (permissive)
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation 8 Jun 2021 zwenyu/UniSSDA/algorithms/algorithms.py 9a932222d08965d6 ran · metamorphic tier: deterministic no licence file found · pointer only
SAND-mask: An Enhanced Gradient Masking Strategy for the Discovery of Invariances in Domain Generalization 4 Jun 2021 shahtalebi/SAND-mask/domainbed/networks.py ce7990d7ad5821ff ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare 16 May 2021 LuChang-CS/CGL/models/model.py 0a584d6741a3053f ran · metamorphic tier: deterministic MIT (permissive)
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 isaaccorley/mlp-mixer-pytorch/mlp_mixer/mlp_mixer.py 4de94e8c3fb3d274 ran · metamorphic tier: deterministic MIT (permissive)
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 YeongHyeon/MLP-Mixer-PyTorch/neuralnet/mlp_mixer.py 27000be093eeda22 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 Oguzhanercan/MLP-Mixer/mlp_mixer/mlp_mixer.py f39a76c027d9394c ran · metamorphic tier: deterministic no licence file found · pointer only
Three Steps to Multimodal Trajectory Prediction: Modality Clustering, Classification and Synthesis 14 Mar 2021 ApeironY/PCCSNet/PCCSNet/models/components.py 4b986c6b160f6fb6 ran · metamorphic tier: invariant MIT (permissive)
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic 6 Mar 2021 Xiangtaokong/ClassSR/codes/models/archs/classSR_carn_arch.py d9699df8ce968e10 ran fingerprinted no licence file found · pointer only
Trusted Multi-View Classification 3 Feb 2021 hanmenghan/TMC/TMC ICLR/model.py b2e6fac14e2df770 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Does Head Label Help for Long-Tailed Multi-Label Text Classification 24 Jan 2021 xiaolin1207/HTTN-master/models.py 56e1968e7a9217c8 ran no licence file found · pointer only
Classification of Periodic Variable Stars with Novel Cyclic-Permutation Invariant Neural Networks 2 Nov 2020 kmzzhang/periodicnetwork/model/itcn.py fa53c9fd22a3e325 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 s-chh/pytorch-scratch-vision-transformer-vit/model.py 97bb28e127fe8a6e ran MIT (permissive)
Capturing Label Characteristics in VAEs 17 Jun 2020 thwjoy/ccvae/models/semisup_vae.py 319ead4f1c1f8df6 ran no licence file found · pointer only
Towards Context-Agnostic Learning Using Synthetic Data 29 May 2020 charlesjin/synthetic_data/gtsrb/model.py 96f1e718682ea419 ran · metamorphic tier: deterministic MIT (permissive)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 jbeno/sentiment/classifier.py fe88c97941ebd49b ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Unsupervised Data Augmentation for Consistency Training 29 Apr 2019 SanghunYun/UDA_pytorch/models.py e46d15e93318b254 unverified Apache-2.0 (permissive)
Theoretically Principled Trade-off between Robustness and Accuracy 24 Jan 2019 arobey1/advbench/advbench/algorithms.py 95d7d9e951192fbe ran · fixture could not drive it MIT (permissive)
Moment Matching for Multi-Source Domain Adaptation 4 Dec 2018 lavoiems/SPUDT/src/models/sg_sem/model.py 9409fb88af0724e5 ran MIT (permissive)
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks 10 Jul 2018 kimjeyoung/Mahalanobis-BERT/models/mahalanobis.py add2eea7681c9ce3 ran · metamorphic tier: deterministic no licence file found · pointer only
FiLM: Visual Reasoning with a General Conditioning Layer 22 Sep 2017 caffeinism/film-pytorch/networks.py 37dda49b6caaba23 ran fingerprinted no licence file found · pointer only
Deep Variational Information Bottleneck 1 Dec 2016 mohith-sakthivel/mine-pytorch/mine/ib.py ac5e73aab4b5b37d ran MIT (permissive)
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables 2 Nov 2016 leequant761/Gumbel-SSVAE/models.py cdc2a06469b6e130 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Wide Residual Networks 23 May 2016 lavoiems/Cats-UDT/src/models/classifier/model.py 9a1ef5afc991c407 ran fingerprinted no licence file found · pointer only
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles 30 Mar 2016 SharadGitHub/Self-Supervised-Autoencoder/Jigsaw Task/skeleton/src/segnet.py 80068288a687a198 ran · metamorphic tier: deterministic no licence file found · pointer only
Revisiting Semi-Supervised Learning with Graph Embeddings 29 Mar 2016 tkipf/ica/ica/classifiers.py c3f22105f96e8f5a 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections