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BaseModel

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

BaseModel appears in the code Syntology harvested for 92 papers, as 94 distinct code bodies found in 94 places (a place is one code body under one paper). At least one of them ran in 38 of the papers; 1 of the code bodies carries 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 BaseModel 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 38 of the 94 distinct code bodies named BaseModel; 56 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
38ran
56unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 47 of the 94 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

92 papers shown of 92, newest first; 94 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
Sequential Kernel-based Conditional Independence Testing via Adaptive Betting added by Syntology 2026-06 (from id) he-zh/SKCI/trainer/trainer.py c6866c2f7187d2a7 ran · metamorphic tier: deterministic no licence file found · pointer only
DeMix: Debugging Training Data with Mixed Data Error Types by Investigating Influence Vectors added by Syntology 2026-06 (from id) SJTU-DMTai/DeMix/demix/pipelines.py cf1c1cee09269fe5 ran no licence file found · pointer only
RF-LEGO: Modularized Signal Processing-Deep Learning Co-Design for RF Sensing via Deep Unrolling added by Syntology 2026-04 (from id) aiot-lab/RF-LEGO/src/rflego/modules/ft.py 35278e96b3c0437a unverified GPL-3.0 (copyleft) · pointer only
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster added by Syntology 2026-04 (from id) Rose-STL-Lab/u-cast/src/models/networks_edm.py ce9f25067b473473 unverified Apache-2.0 (permissive)
Beyond the Academic Monoculture: A Unified Framework and Industrial Perspective for Attributed Graph Clustering added by Syntology 2026-03 (from id) Cloudy1225/PyAGC/pyagc/models/s3gc.py 185d768dac929853 unverified MIT (permissive)
RECLAIM: Cyclic Causal Discovery Amid Measurement Noise added by Syntology 2026-03 (from id) slachapelle/dcdi/dcdi/models/learnables.py b247cadebbfe6ae9 ran licence not identified · pointer only
Tide: A Customisable Dataset Generator for Anti-Money Laundering Research added by Syntology 2026-03 (from id) mntijn/tide-model-comparison/src/gnn_benchmark/models/gin_edge_update.py 370afc22efb3e4ac unverified MIT (permissive)
Temporal Graph Pattern Machine added by Syntology 2026-01 (from id) antman9914/TGPM/models/TGPM.py 31d6ae1dd1a169bb unverified no licence file found · pointer only
ResTok: Learning Hierarchical Residuals in 1D Visual Tokenizers for Autoregressive Image Generation added by Syntology 2026-01 (from id) Kwai-Kolors/ResTok/modeling/restok.py 331849d453e4a146 ran Apache-2.0 (permissive)
InfMasking: Unleashing Synergistic Information by Contrastive Multimodal Interactions added by Syntology 2025-09 (from id) brightest66/InfMasking/pl_modules/infmasking.py b1a8803be054168d unverified no licence file found · pointer only
Stochastic Encodings for Active Feature Acquisition added by Syntology 2025-08 (from id) a-norcliffe/SEFA/models/sefa.py 6c06e913faa2ea6c ran MIT (permissive)
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model 17 Mar 2025 yayafengzi/LMM-HiMTok/himt/himt.py 67105525709960da unverified Apache-2.0 (permissive)
MAPS: Motivation-Aware Personalized Search via LLM-Driven Consultation Alignment 3 Mar 2025 E-qin/MAPS/models/cs/TEM_CS_0206_Final.py a506de100e66b151 unverified licence not identified · pointer only
Universal Image Restoration Pre-training via Degradation Classification 26 Jan 2025 milab-pku/dcpt/basicsr/models/degradation_classification_pretrain_model.py 6a2524353adb66e5 ran no licence file found · pointer only
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices 29 Oct 2024 mkang315/pk-yolo/models/yolo.py 78c376110b454317 unverified GPL-3.0 (copyleft) · pointer only
UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation 13 Oct 2024 sunye23/unseg/generate/generate_ade20k.py 743a52df1c51fdde ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Long-Sequence Recommendation Models Need Decoupled Embeddings 3 Oct 2024 thuml/dare/model/base_model_pytorch.py aa3f1f6def5c6e54 ran no licence file found · pointer only
Semantically Guided Representation Learning For Action Anticipation 2 Jul 2024 ADiko1997/S-GEAR/models/base_model_ts.py 1710791c23c4b759 unverified Apache-2.0 (permissive)
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning 27 May 2024 zjukg/momok/models/RelMoE.py 249d953d43a614b3 unverified no licence file found · pointer only
StegoGAN: Leveraging Steganography for Non-Bijective Image-to-Image Translation 29 Mar 2024 sian-wusidi/StegoGAN/models/stego_gan_model.py f80a702f22f434a1 unverified no licence file found · pointer only
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding 29 Feb 2024 guangyliu/eddpm/Protein/codes/nn/models.py 74b42ac1a61a294c ran no licence file found · pointer only
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning 6 Feb 2024 simomagi/elastic_feature_consolidation/continual_learning/ElasticFeatureConsolidation.py a398f8a6914af58e unverified MIT (permissive)
Text Image Inpainting via Global Structure-Guided Diffusion Models 26 Jan 2024 blackprotoss/GSDM/model/model.py ae0ed693b569f627 ran MIT (permissive)
Mining Fine-Grained Image-Text Alignment for Zero-Shot Captioning via Text-Only Training 4 Jan 2024 Artanic30/MacCap/models/models/MacCap.py 58ca49dcd274ccf6 unverified no licence file found · pointer only
Transferable Candidate Proposal with Bounded Uncertainty 7 Dec 2023 gokyeongryeol/tbu/active/selection/strategy.py d6be60152ea57197 unverified MIT (permissive)
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment 23 Sep 2023 yutong-xia/cast/src/models/cast.py 8e4236ae82bed437 ran no licence file found · pointer only
Find What You Want: Learning Demand-conditioned Object Attribute Space for Demand-driven Navigation 15 Sep 2023 whcpumpkin/demand-driven-navigation/agent.py 64a642d0b4735a01 unverified no licence file found · pointer only
Towards Real-World Burst Image Super-Resolution: Benchmark and Method 9 Sep 2023 yjsunnn/FBANet/model.py 5542fb90957b9612 unverified MIT (permissive)
Generalized Lightness Adaptation with Channel Selective Normalization 26 Aug 2023 mdyao/CSNorm/models/CSNorm_model.py 911948c0e6e6d01c unverified MIT (permissive)
BayesDAG: Gradient-Based Posterior Inference for Causal Discovery 26 Jul 2023 kurowasan/GraN-DAG/gran_dag/models/learnables.py e8d9b4d10fe3230b ran · metamorphic tier: deterministic MIT (permissive)
SwiFT: Swin 4D fMRI Transformer 12 Jul 2023 GonyRosenman/TFF/model.py 7c145bb8dd7de3e8 unverified no licence file found · pointer only
Unpaired Image-to-Image Translation via Neural Schrödinger Bridge 24 May 2023 cyclomon/unsb/models/sb_model.py 2f1eaf0eb0587b5f unverified MIT (permissive)
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis 24 May 2023 alestolfo/lm-arithmetic/intervention_models/intervention_model.py 8590248469763c76 ran MIT (permissive)
Automatic Prompt Optimization with "Gradient Descent" and Beam Search 4 May 2023 zcrwind/prefer/src/ptuning.py e980abcb95fe131a ran MIT (permissive)
GlueStick: Robust Image Matching by Sticking Points and Lines Together 4 Apr 2023 cvg/GlueStick/gluestick/models/gluestick.py d422ebc642067c6e unverified MIT (permissive)
FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction 3 Apr 2023 reczoo/FuxiCTR/model_zoo/FinalMLP/src/FinalMLP.py 50a4a3e87fa74c6f unverified Apache-2.0 (permissive)
Guiding Energy-based Models via Contrastive Latent Variables 6 Mar 2023 hankook/clel/models/ebm.py fc7e91db7bb02ae4 ran · metamorphic tier: deterministic no licence file found · pointer only
BrainBERT: Self-supervised representation learning for intracranial recordings 28 Feb 2023 czlwang/brainbert/models/seeg_wav2vec.py 40552cfde93e10d8 ran no licence file found · pointer only
DDM$^2$: Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models 6 Feb 2023 stanfordmimi/ddm2/model/model.py 797eb10f4bb44b37 ran no licence file found · pointer only
PromptBoosting: Black-Box Text Classification with Ten Forward Passes 19 Dec 2022 zcrwind/prefer/src/multicls_trainer.py 3f1f55bc76a0d531 ran MIT (permissive)
Self-explaining deep models with logic rule reasoning 13 Oct 2022 archon159/selor/selor_utils/net.py 6ec61531758d0ded ran · metamorphic tier: deterministic MIT (permissive)
Brain Network Transformer 13 Oct 2022 wayfear/brainnetworktransformer/source/models/BNT/bnt.py 26cbf16a882db32a ran MIT (permissive)
HYPRO: A Hybridly Normalized Probabilistic Model for Long-Horizon Prediction of Event Sequences 4 Oct 2022 ant-research/hypro_tpp/hypro_tpp/models/xfmr_nhp_fast.py bfffdf8e1209b24c ran · metamorphic tier: deterministic Apache-2.0 (permissive)
An efficient encoder-decoder architecture with top-down attention for speech separation 30 Sep 2022 JusperLee/TDANet/look2hear/models/TDANet.py 7432d190e3e61daf ran Apache-2.0 (permissive)
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image Restoration 7 Jul 2022 zhaoyuzhi/D2HNet/models/network.py 204bb41b9509e4d6 ran · metamorphic tier: deterministic MIT (permissive)
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis 9 Jun 2022 mengweiren/longitudinal-representation-learning/src/models/longrep_model.py e6203f8925aabf36 unverified no licence file found · pointer only
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning 6 Jun 2022 clemsgrs/hipt/src/models/hipt.py 5578362d9318c47c ran no licence file found · pointer only
First Contact: Unsupervised Human-Machine Co-Adaptation via Mutual Information Maximization 24 May 2022 rddy/mimi/mimi/reward_models.py 931aa6d713ac136d unverified MIT (permissive)
TEMOS: Generating diverse human motions from textual descriptions 25 Apr 2022 Mathux/TEMOS/temos/model/temos.py 9fe0c956aa5a444b ran MIT (permissive)
DeepLIIF: An Online Platform for Quantification of Clinical Pathology Slides 9 Apr 2022 nadeemlab/DeepLIIF/deepliif/models/DeepLIIF_model.py 0308fc8e2104b1f8 unverified licence not identified · pointer only
Style-Based Global Appearance Flow for Virtual Try-On 3 Apr 2022 KiseKloset/DM-VTON/models/warp_modules/style_afwm.py 198ef780651e5245 ran licence not identified · pointer only
QS-Attn: Query-Selected Attention for Contrastive Learning in I2I Translation 16 Mar 2022 sapphire497/query-selected-attention/models/qs_model.py 31594b6c079320de unverified no licence file found · pointer only
A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification 14 Mar 2022 Ruixinhua/BATM/models/nc_bi_attention.py 12ae508b754da36f unverified no licence file found · pointer only
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting 12 Mar 2022 tsingqguo/misf/src/misf.py 53fdc1cabe3fdd26 ran · metamorphic tier: deterministic no licence file found · pointer only
Exploring Dual-task Correlation for Pose Guided Person Image Generation 6 Mar 2022 PangzeCheung/Dual-task-Pose-Transformer-Network/models/DPTN_model.py c0c137c0d68943cd ran licence not identified · pointer only
A Modern Self-Referential Weight Matrix That Learns to Modify Itself 11 Feb 2022 idsia/neuraldiffeq-fwp/eigenworms/ncdes/fwp_model.py 65bb08cf8c7b831e ran · metamorphic tier: deterministic no licence file found · pointer only
ML4CO-KIDA: Knowledge Inheritance in Dataset Aggregation 25 Jan 2022 megvii-research/neurips2021-ml4co-kida/Nuri/agents/agent_model.py a1439e714e7a6c3f ran · metamorphic tier: deterministic no licence file found · pointer only
Representing Long-Range Context for Graph Neural Networks with Global Attention 21 Jan 2022 ucbrise/graphtrans/models/gnn_transformer.py dff37bf121adcf54 unverified Apache-2.0 (permissive)
Unsupervised Change Detection of Extreme Events Using ML On-Board 4 Nov 2021 spaceml-org/RaVAEn/src/models/ae_vae_models/deeper_vae.py 73c72c9eb68f3d9f ran GPL-3.0 (copyleft) · pointer only
Unsupervised Foreground Extraction via Deep Region Competition 29 Oct 2021 yupeiyu98/deep-region-competition/drc_workspace/src/models.py 56efdafc0dbea079 ran no licence file found · pointer only
Robustness via Uncertainty-aware Cycle Consistency 24 Oct 2021 dbash/pix2pix_cyclegan_guess_noise/models/cycle_gan_guess_noisy_model.py 3c0d1e8561fc625b unverified licence not identified · pointer only
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation 2 Sep 2021 jetbrains-research/commit_message_generation/src/model/configurations/encoder_decoder_wrapper.py 69bd5c80d76febfd unverified MIT (permissive)
Collaborative Unsupervised Visual Representation Learning from Decentralized Data 14 Aug 2021 EasyFL-AI/EasyFL/applications/fedssl/model.py 4a08683ecb8da2f1 unverified Apache-2.0 (permissive)
M3D-VTON: A Monocular-to-3D Virtual Try-On Network 11 Aug 2021 fyviezhao/m3d-vton/models/MTM_model.py 38943893d46bd1dd unverified no licence file found · pointer only
Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images 13 Jun 2021 cubeyoung/Noise2Score/models/Gaussian_model.py 6551335108f772fb unverified MIT (permissive)
Multi-Facet Clustering Variational Autoencoders 9 Jun 2021 addtt/boiler-pytorch/models/mnist_vae.py bb6c3a3a8b164360 unverified MIT (permissive)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 31 May 2021 sithu31296/semantic-segmentation/semseg/models/segformer.py c1b48d941aafb38e unverified MIT (permissive)
PD-GAN: Probabilistic Diverse GAN for Image Inpainting 5 May 2021 KumapowerLIU/PD-GAN/models/PDGAN.py 3bc17832bf883051 unverified MIT (permissive)
Vision Transformers for Dense Prediction 24 Mar 2021 vishal-kataria/MiDaS-master/midas/dpt_depth.py 8cf42042583edf36 unverified MIT (permissive)
Vision Transformers for Dense Prediction 24 Mar 2021 EPFL-VILAB/3DCommonCorruptions/models/dpt/dpt.py 3b42100eaee87796 unverified licence not identified · pointer only
DeFLOCNet: Deep Image Editing via Flexible Low-level Controls 23 Mar 2021 KumapowerLIU/DeFLOCNet/model/DeFLOCNet.py 168b32e53ccb089e ran MIT (permissive)
Back to the Feature: Learning Robust Camera Localization from Pixels to Pose 16 Mar 2021 jmorlana/dran/dran/lib/models/two_unet_gem.py 6428fa4387ff5c9d unverified GPL-3.0 (copyleft) · pointer only
DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial Network 14 Mar 2021 ruiliu-ai/DivCo/DivCo-BicycleGAN/models/divco_model.py 1b809ac4baa6ca56 unverified no licence file found · pointer only
Deep Dual Consecutive Network for Human Pose Estimation 12 Mar 2021 Pose-Group/DCPose/posetimation/zoo/DcPose/dcpose_rsn.py 065f3aa69eb76a36 ran no licence file found · pointer only
Auto-Exposure Fusion for Single-Image Shadow Removal 1 Mar 2021 CV-Reimplementation/AEFNet-Reimplementation/models/Fusion_model.py 6b8739e8fabd686e unverified no licence file found · pointer only
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis 12 Oct 2020 TensorSpeech/TensorflowTTS/tensorflow_tts/models/hifigan.py 3193c0ceab116156 unverified Apache-2.0 (permissive)
A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning 17 Sep 2020 thu-spmi/LABES/vae_model.py 4ba40c6c59d34ab3 unverified Apache-2.0 (permissive)
A Label Attention Model for ICD Coding from Clinical Text 13 Jul 2020 joakimedin/medical-coding-reproducibility/src/models/laat.py 8fce72e36ed56a1d unverified Apache-2.0 (permissive)
Swapping Autoencoder for Deep Image Manipulation 1 Jul 2020 taesungp/swapping-autoencoder-pytorch/models/swapping_autoencoder_model.py a28beb72888ae240 ran · metamorphic tier: deterministic licence not identified · pointer only
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/hybrid-learn2branch/models/film/model.py 32a993f121a70da5 ran · metamorphic tier: deterministic MIT (permissive)
Learning Disentangled Representations of Video with Missing Data 23 Jun 2020 Rose-STL-Lab/DIVE/models/DiveModel.py c72a806093b6179a ran MIT (permissive)
Learning Disentangled Representations of Video with Missing Data 23 Jun 2020 jthsieh/DDPAE-video-prediction/models/DDPAE.py 50fa86d9ffb2c790 unverified MIT (permissive)
Texture Interpolation for Probing Visual Perception 5 Jun 2020 jonathanvacher/texture-interpolation/texture-synthesis-algorithm/models/tex_wasser_model.py 82be1aace70a4e15 unverified no licence file found · pointer only
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation 9 Apr 2020 sajadn/Exemplar-VAE/models/AbsHModel.py cc1a45d6071c9a68 unverified MIT (permissive)
Information-Theoretic Probing for Linguistic Structure 7 Apr 2020 rycolab/info-theoretic-probing/src/h02_learn/model/mlp.py 2a87eaf731903fe9 unverified MIT (permissive)
MADAN: Multi-source Adversarial Domain Aggregation Network for Domain Adaptation 19 Feb 2020 Luodian/MADAN/cyclegan/models/multi_cycle_gan_semantic_model.py aa07d24d8087a985 unverified MIT (permissive)
Relational inductive biases, deep learning, and graph networks 4 Jun 2018 amaleki2/graph_networks/src/modules.py 690a776c071f826a unverified no licence file found · pointer only
MINE: Mutual Information Neural Estimation 12 Jan 2018 personads/synvae/models/mine.py c2fcf423ea534add unverified MIT (permissive)
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting 6 Jul 2017 KimMeen/DCRNN/xlwang_version/dcrnn_model.py 32b5a7d77b24b5cd ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 Maple728/transformer/models/transformer.py 91aeb6e1aad74c61 unverified MIT (permissive)
Improving Variational Inference with Inverse Autoregressive Flow 15 Jun 2016 Daniil-Selikhanovych/h-vae/gaussians/api/models.py 14c28be8b267f631 unverified no licence file found · pointer only
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks 19 Nov 2015 DarkGeekMS/Tensorflow-GANs-Architectures-Implementation/models/dcgan_model.py ab256ed80df91b95 unverified GPL-3.0 (copyleft) · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 LucaHermes/graph-unet-traffic-prediction/models/unet.py 74cf32ba0da443ed unverified no licence file found · pointer only
arXiv:2024.findings-acl.859 1emonx/Amanda/models/amanda_model.py 57dbce9b51b19577 unverified 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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