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AttentionBlock

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

AttentionBlock appears in the code Syntology harvested for 69 papers, as 62 distinct code bodies found in 76 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 7 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 AttentionBlock 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 25 of the 62 distinct code bodies named AttentionBlock; 37 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
25ran
37unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 32 of the 76 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

69 papers shown of 69, newest first; 76 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 15 papers added by Syntology; 4 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
P-PatchDiff: Progressive Patch Diffusion Models for Low-light Image Enhancement added by Syntology 2026-09 (from id) RuoyuGuo/P-PatchDiff/BasicSR-light/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified no licence file found · pointer only
Curvature-Informed Potential Energy Surface for Protein-Ligand Binding Affinity Prediction added by Syntology 2026-06 (from id) Peng-Fei-Sun/CPES/model.py 33f01222c9ad503c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Free energy Estimation on Any State Space added by Syntology 2026-05 (from id) J-zin/DNFS/model.py 4a0e6e84d5179a79 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Coupling Models for One-Step Discrete Generation added by Syntology 2026-05 (from id) pengzhangzhi/Coupling-Models/mnist_guidance/coupling_model/transformer_flow.py e1b5995b655bdc5d unverified no licence file found · pointer only
Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska added by Syntology 2026-04 (from id) glide-ism/wrf-flow/models/unet_models.py d8516e01eecdbd8e unverified BSD-3-Clause (permissive)
Normalizing Flows with Iterative Denoising added by Syntology 2026-04 (from id) apple/ml-itarflow/transformer_flow.py 2a16a09ac7673248 ran · metamorphic tier: deterministic licence not identified · pointer only
Cortex-Grounded Diffusion Models for Brain Image Generation added by Syntology 2026-01 (from id) ai-med/Cor2Vox/model/BrownianBridge/BrownianBridgeModel_c2v.py e9aea6e06c42091d unverified GPL-3.0 (copyleft) · pointer only
Objective Quality Assessment of Point Clouds Using Multi-scale Implicit Structural Similarity added by Syntology 2026-01 (from id) ZhangChen2022/MS-ISSM/MLP_with_train.py 9368e8eb679f1af8 ran · metamorphic tier: deterministic no licence file found · pointer only
Joint Geometry-Appearance Human Reconstruction in a Unified Latent Space via Bridge Diffusion added by Syntology 2026-01 (from id) haiantyz/JGA-LBD/JGA-LBD/DDBM/ddbm/unet3d.py 47631aa2dea3b339 unverified no licence file found · pointer only
Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual Approximators added by Syntology 2025-12 (from id) bohan95/dual-app-bridge/model/BrownianBridge/ABridge.py 59835bedbaa2eb6c unverified MIT (permissive)
TIMEPERCEIVER: An Encoder-Decoder Framework for Generalized Time-Series Forecasting added by Syntology 2025-12 (from id) efficient-learning-lab/TimePerceiver/models/TimePerceiver.py 4cb18fbb840f3299 ran · metamorphic tier: invariant MIT (permissive)
RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility added by Syntology 2025-09 (from id) he-h/rhythm/models/rhythm.py f95ba2851cbeb021 ran MIT (permissive)
MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation added by Syntology 2025-09 (from id) CUHK-AIM-Group/MedVSR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified no licence file found · pointer only
Conditional Latent Diffusion Models for Zero-Shot Instance Segmentation added by Syntology 2025-08 (from id) DLR-RM/oc-dit/ocdit/models/ocdit.py eafa76c0c20fd332 ran fingerprinted MIT (permissive)
Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation added by Syntology 2025-08 (from id) dailenson/DiffBrush/models/unet.py 5e204acfe6ae38ac unverified MIT (permissive)
Modulated Diffusion: Accelerating Generative Modeling with Modulated Quantization 18 Jun 2025 WeizhiGao/MoDiff/qdiff/quant_model.py df7a4ce615fa6435 unverified no licence file found · pointer only
arXiv:2506.13064 2025-06 (from id) KaiTang-eng/CoIFNet/model/CoIFNet.py f245a74ee11d0720 unverified MIT (permissive)
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution 11 May 2025 Liu-Zihang/SAMSR/models/unet.py 2c162b40224c7fc6 unverified no licence file found · pointer only
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks 12 Mar 2025 layer6ai-labs/DRESS/encoders/diti.py f6b39d2739468aaf unverified MIT (permissive)
Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual 3 Mar 2025 ChongWang1024/RDMD/guided_diffusion/unet_traj.py 3107ad901b8a997d unverified no licence file found · pointer only
HoliSDiP: Image Super-Resolution via Holistic Semantics and Diffusion Prior 27 Nov 2024 liyuantsao/HoliSDiP/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
Zoomed In, Diffused Out: Towards Local Degradation-Aware Multi-Diffusion for Extreme Image Super-Resolution 18 Nov 2024 Brian-Moser/zido/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
EDT: An Efficient Diffusion Transformer Framework Inspired by Human-like Sketching 31 Oct 2024 xinwangchen/edt/models_edt.py 134572c5986fe4b4 ran Apache-2.0 (permissive)
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset Curation 24 Oct 2024 shallowdream204/dreamclear/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
NARAIM: Native Aspect Ratio Autoregressive Image Models 13 Oct 2024 daniel-gallo/naraim/model/pretraining.py 50b85435f664a2d6 ran no licence file found · pointer only
CtrLoRA: An Extensible and Efficient Framework for Controllable Image Generation 12 Oct 2024 xyfjason/ctrlora/cldm/cldm_ctrlora_inference.py de2f868c40cb8ebe unverified Apache-2.0 (permissive)
Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors 25 Sep 2024 arctichare105/s3diff/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
RodinHD: High-Fidelity 3D Avatar Generation with Diffusion Models 9 Jul 2024 rodinhd/rodinhd/pretrained_diffusion/unet.py d17215f100f147cf unverified no licence file found · pointer only
PAPM: A Physics-aware Proxy Model for Process Systems 7 Jul 2024 pengwei07/papm/papm/model/pdeunet.py f2ddd32951c81dd1 unverified no licence file found · pointer only
SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature Embeddings 14 Jun 2024 Barb0ra/SigDiffusions/model.py b57c91105cf43bfd ran no licence file found · pointer only
CLAY: A Controllable Large-scale Generative Model for Creating High-quality 3D Assets 30 May 2024 yixunliang/unitex/TSD_SR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
Towards Highly Realistic Artistic Style Transfer via Stable Diffusion with Step-aware and Layer-aware Prompt 17 Apr 2024 Jamie-Cheung/LSAST/cldm/cldm.py b6dff222c0e9edfe unverified Apache-2.0 (permissive)
Efficient Modulation for Vision Networks 29 Mar 2024 ma-xu/efficientmod/models/EfficientMod.py 5ae73134f2b7e9b1 ran Apache-2.0 (permissive)
UniDepth: Universal Monocular Metric Depth Estimation 27 Mar 2024 lpiccinelli-eth/unidepth/unidepth/models/unidepthv1/unidepthv1.py 3bbe2dc4e9f7b54b unverified licence not identified · pointer only
Ship in Sight: Diffusion Models for Ship-Image Super Resolution 27 Mar 2024 luigisigillo/shipinsight/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified no licence file found · pointer only
Bidirectional Consistency Models 26 Mar 2024 Mosasaur5526/BCM-iCT-torch/BCM/cm/unet_bcf.py 53a57001a5ab3d90 unverified MIT (permissive)
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection 19 Mar 2024 zhangzjn/ader/model/realnet.py 07ab16e4e098a0ac ran no licence file found · pointer only
SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution 27 Nov 2023 cswry/seesr/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
Enhancing High-Resolution 3D Generation through Pixel-wise Gradient Clipping 19 Oct 2023 fudan-zvg/pgc-3d/ldm/modules/diffusionmodules/openaimodel.py d9fb5e776204ff16 unverified Apache-2.0 (permissive)
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion 5 Oct 2023 ai-forever/Kandinsky-2/kandinsky2/model/text2im_model2_1.py 88a5c5be88a2747b unverified Apache-2.0 (permissive)
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption 7 Sep 2023 sjtuplayer/few-shot-diffusion/model/big_unet.py 33dbefd057c8df79 unverified no licence file found · pointer only
GlyphControl: Glyph Conditional Control for Visual Text Generation 29 May 2023 aigtext/glyphcontrol-release/cldm/cldm.py e59c125335cdce0a unverified MIT (permissive)
CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion 25 May 2023 ymxlzgy/commonscenes/model/networks/diffusion_networks/sg_diff.py f056c6622e5fcfdb unverified no licence file found · pointer only
Exploiting Diffusion Prior for Real-World Image Super-Resolution 11 May 2023 naagar/art_restoration_dm/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified MIT (permissive)
DiffusionRig: Learning Personalized Priors for Facial Appearance Editing 13 Apr 2023 adobe-research/diffusion-rig/diffusion/model.py 22ef91aa500af651 unverified licence not identified · pointer only
EGC: Image Generation and Classification via a Diffusion Energy-Based Model 4 Apr 2023 GuoQiushan/EGC/guided_diffusion/unet.py 5a301ab7b2e327ed unverified MIT (permissive)
Real-time 6K Image Rescaling with Rate-distortion Optimization 3 Apr 2023 abnervictor/hyperthumbnail/BasicSR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified MIT (permissive)
LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation 30 Mar 2023 zgctroy/layoutdiffusion/layout_diffusion/layout_diffusion_unet.py 53b0dd52d7b30b22 unverified MIT (permissive)
Learned Image Compression with Mixed Transformer-CNN Architectures 27 Mar 2023 Nikolai10/LIC-TCM/arch_ops.py 925746f55edae6b9 ran Apache-2.0 (permissive)
Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems 10 Mar 2023 hj-harry/dds/solver_2d.py 15b10af89289e00c unverified no licence file found · pointer only
LMR: A Large-Scale Multi-Reference Dataset for Reference-based Super-Resolution 9 Mar 2023 wdmwhh/MRefSR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
Consistency Models 2 Mar 2023 sainzerjj/sferd/unet/student_unet.py 962837b1727d71b7 unverified MIT (permissive)
Video Probabilistic Diffusion Models in Projected Latent Space 15 Feb 2023 sihyun-yu/pvdm/models/ddpm/unet.py db3a2f79b766b428 ran MIT (permissive)
Domain Expansion of Image Generators 12 Jan 2023 lllyasviel/controlnet/cldm/cldm.py 9ad1408b60f64d8e unverified Apache-2.0 (permissive)
Unsupervised Representation Learning from Pre-trained Diffusion Probabilistic Models 26 Dec 2022 ckczzj/pdae/model/shift_unet.py b7379a086999f359 unverified no licence file found · pointer only
Classifier-Free Diffusion Guidance 26 Jul 2022 g4vrel/DDPM/sample.py fbf59f94fbb9dc9e ran fingerprinted MIT (permissive)
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding 23 May 2022 deep-floyd/if/deepfloyd_if/model/unet.py 83356f082da409f5 unverified licence not identified · pointer only
Block-Recurrent Transformers 11 Mar 2022 lucidrains/block-recurrent-transformer-pytorch/block_recurrent_transformer_pytorch/block_recurrent_transformer_pytorch.py 46353ab6ce1236e2 unverified MIT (permissive)
Entroformer: A Transformer-based Entropy Model for Learned Image Compression 11 Feb 2022 mx54039q/entroformer/module/entroformer.py 7844198ee1544058 unverified no licence file found · pointer only
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models 20 Dec 2021 openai/glide-text2im/glide_text2im/text2im_model.py 267115dc63f308a8 unverified MIT (permissive)
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 clu0/unet.cu/dev/unet.py 26bd849e8995e2a1 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 Janspiry/Palette-Image-to-Image-Diffusion-Models/models/guided_diffusion_modules/unet.py 8ad49f3a007cc16c ran MIT (permissive)
RetrievalFuse: Neural 3D Scene Reconstruction with a Database 31 Mar 2021 nihalsid/retrieval-fuse/model/attention.py b7897ec31bb692b4 ran no licence file found · pointer only
Denoising Diffusion Probabilistic Models 19 Jun 2020 sak-h/pytorch-Denoising-Diffusion-Probabilistic-Models/models/ddpm.py 96879cdcee700e0c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ashwin-Pokharel/base_diffusion/model.py 39e408d858270810 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Denoising Diffusion Probabilistic Models 19 Jun 2020 vvvm23/ddpm/ddpm/unet.py 8d308f1b5ff3e211 ran · metamorphic tier: deterministic MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 xiaosheng-zhao/st4diffusion/unet.py 382b33a815c5c8d7 unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 andreasfloros/diffusion/improved_diffusion.py e31bdc2244961428 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 demelin/nematode/codebase/transformer.py 7949f61d0c87202e unverified MIT (permissive)
Pixel Recurrent Neural Networks 25 Jan 2016 apple/ml-tarflow/transformer_flow.py aa9665d69388677d ran licence not identified · pointer only
Pixel Recurrent Neural Networks 25 Jan 2016 encoreus/gs-jacobi_for_tarflow/GS_Jacobi_sampling.py 6aef5991dfa3ccc8 ran Apache-2.0 (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 sungyoonahn/Hint-based-image-colorization-using-Attention-Unet/myUnet.py b4ddd503574169f8 ran · metamorphic tier: deterministic no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 labmlai/annotated_deep_learning_paper_implementations/labml_nn/diffusion/ddpm/unet.py 4d633b9621b5d142 ran · metamorphic tier: deterministic MIT (permissive)
arXiv:Wu_SeeSR_Towards_Semantics-Aware_Real-World_Image_Super-Resolution_CVPR_2024_paper cswry/SeeSR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
arXiv:Wang_Timestep-Aware_Diffusion_Model_for_Extreme_Image_Rescaling_ICCV_2025_paper wwangcece/TADM/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (permissive)
arXiv:Wang_Deep_Arbitrary-Scale_Image_Super-Resolution_via_Scale-Equivariance_Pursuit_CVPR_2023_paper neuralchen/EQSR/basicsr/archs/dfdnet_util.py 8d3cd21cd5c3181a unverified Apache-2.0 (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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