Home › Code › DecoderBlock

DecoderBlock

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

DecoderBlock appears in the code Syntology harvested for 30 papers, as 41 distinct code bodies found in 41 places (a place is one code body under one paper). At least one of them ran in 19 of the papers; 5 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 DecoderBlock 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 28 of the 41 distinct code bodies named DecoderBlock; 13 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
28ran
13unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 41 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

30 papers shown of 30, newest first; 41 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 7 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
Beyond Visual Cues: CoT-Enhanced Reasoning for Semi-supervised Medical Image Segmentation added by Syntology 2026-06 (from id) cymasuna/CERS/model/CERS.py 0de14c5269ff3b39 ran · metamorphic tier: deterministic no licence file found · pointer only
UPLOTS: A Unified Pretrained Language Model for Constrained Time-series Generation added by Syntology 2026-06 (from id) cruiseresearchgroup/UPLOTS/uplots/Models/interpretable_diffusion/transformer.py 8706c03b4824a053 unverified MIT (permissive)
FILT3R: Latent State Adaptive Kalman Filter for Streaming 3D Reconstruction added by Syntology 2026-03 (from id) jinotter3/FILT3R/src/dust3r/model.py f76564f04719491f unverified licence not identified · pointer only
Escaping the BLEU Trap: A Signal-Grounded Framework with Decoupled Semantic Guidance for EEG-to-Text Decoding added by Syntology 2026-03 (from id) xmed-lab/SemKey/model/semkey_parallel.py de8c4bc7cfdac12a ran MIT (permissive)
SegMate: Asymmetric Attention-Based Lightweight Architecture for Efficient Multi-Organ Segmentation added by Syntology 2026-02 (from id) andreibunea99/SegMate/models/segmate_v2.py 48ddbcf703ceead6 ran no licence file found · pointer only
Degradation-Aware Metric Prompting for Hyperspectral Image Restoration added by Syntology 2025-12 (from id) MiliLab/DAMP/DAMP.py 59170c1adadb5d28 unverified no licence file found · pointer only
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra added by Syntology 2025-08 (from id) HeewoongNoh/IR-Agent/models/translator.py d0b8058d6f5118f4 ran fingerprinted no licence file found · pointer only
Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing 17 Mar 2025 Jiayi-Fu/IPC-Dehaze/basicsr/archs/dehazeToken_arch.py 109eb1b677c849fe ran · metamorphic tier: deterministic licence not identified · pointer only
Generative Modeling and Data Augmentation for Power System Production Simulation 10 Dec 2024 Becklishious/NeurIPS2024/TS-Diffusion/Models/interpretable_diffusion/gaussian_diffusion.py c9fce8b55facaba1 unverified no licence file found · pointer only
MacDiff: Unified Skeleton Modeling with Masked Conditional Diffusion 16 Sep 2024 LehongWu/MacDiff/model/transformer_macdiff.py f035f943e5114e94 ran no licence file found · pointer only
SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature Embeddings 14 Jun 2024 Y-debug-sys/Diffusion-TS/Models/interpretable_diffusion/gaussian_diffusion.py 463007d5004378ce unverified MIT (permissive)
Noise2Noise Denoising of CRISM Hyperspectral Data 26 Mar 2024 rob-platt/n2n4m/n2n4m/model.py 03d46033323d1376 ran · metamorphic tier: invariant MIT (permissive)
GridFormer: Point-Grid Transformer for Surface Reconstruction 4 Jan 2024 list17/GridFormer/src/transformer.py 43654c002f23f271 ran · metamorphic tier: deterministic MIT (permissive)
4M: Massively Multimodal Masked Modeling 11 Dec 2023 apple/ml-4m/fourm/models/fm.py 61b6a9e0db1b82ed unverified Apache-2.0 (permissive)
arXiv:2311.04434 2023-11 (from id) spatialdatasciencegroup/HST/utils/bandLayers.py 33fa50c51ca64d75 unverified no licence file found · pointer only
RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors 8 Apr 2023 RQ-Wu/RIDCP_dehazing/basicsr/archs/dehaze_vq_weight_arch.py 4691d3a2780aa4c8 unverified licence not identified · pointer only
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 akanyaani/miniLLAMA/model.py dba8af448d5b7b39 unverified MIT (permissive)
TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models 3 Jan 2023 oliverrensu/d-igpt/DiGPT_torch/models_digpt.py 3d96fefa337b0261 ran · metamorphic tier: deterministic no licence file found · pointer only
TPFNet: A Novel Text In-painting Transformer for Text Removal 26 Oct 2022 candlelabai/tpfnet/model.py 50d892a2059c5bfb ran no licence file found · pointer only
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion 19 Oct 2022 naver/croco/models/croco.py 1615adbdcbbbfe4f ran · metamorphic tier: deterministic licence not identified · pointer only
Model-Based Imitation Learning for Urban Driving 14 Oct 2022 wayveai/mile/mile/models/mile.py 1dff612c72436cae ran MIT (permissive)
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation 29 Jul 2022 ZJUGiveLab/ScaleFormer/networks/ScaleFormer.py 824ad75d27fd24b2 ran fingerprinted no licence file found · pointer only
Joint Hand Motion and Interaction Hotspots Prediction from Egocentric Videos 4 Apr 2022 stevenlsw/hoi-forecast/networks/transformer.py 819242d1ab4105fb unverified MIT (permissive)
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data 29 Mar 2021 jw9730/setvae/models/networks.py 87658bdfa597bd52 unverified MIT (permissive)
Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction 22 Mar 2021 ygjwd12345/TransDepth/pytorch/TransUNet/networks/vit_seg_modeling.py e513e3bea9c39c7f ran · metamorphic tier: deterministic 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 73ff98fe01a66ef6 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning 8 Oct 2020 alfworld/alfworld/alfworld/agents/modules/model.py eaa6cae4d498c74a ran MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 bot66/mnistdiffusion/model.py 61de5d0bdb038f95 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 sarthaxxxxx/Attention-is-all-you-need/Transformer.py cf05b0a7cc3277f5 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 Wolfie8935/Implementation-of-Attention-is-all-you-need/transformer_from_scratch.py 3a299d53153e6db1 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 jelifysh/Transformers/transformers.py 6e2e204397b1cd5c ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 plkmo/Transformer-Eng2French/src/models.py 02857fe9ec971033 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 kh-kim/simple-nmt/simple_nmt/models/transformer.py 6c75f5c21e11a07f ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 ShivamRajSharma/Transformer-Architectures-From-Scratch/TRANSFORMERS.py 3f081a2e207c6965 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 shao-chi/ImageCaption/core/TRANSFORMER/model.py bbc65172b09ef451 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 seunghwan1228/Transfomer-MachineTranslation/models/transformer.py 12a11ea7b94f97ed unverified no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 neptune-ai/open-solution-mapping-challenge/src/unet_models.py 0b9e1a19b47720fa ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 mberkay0/pretrained-backbones-unet/backbones_unet/model/unet.py 8c1014f9dd838d35 ran fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 ternaus/TernausNetV2/models/ternausnet2.py e10cfa119a14138a ran · metamorphic tier: invariant fingerprinted BSD-3-Clause (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 lRomul/argus-tgs-salt/src/nick_zoo/unet_flex.py daaa6b26ee8719db ran · metamorphic tier: invariant MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 park-cheol/Speech_Enhancement-DCUnet/model/DCUNet.py a0823bfedfb597c1 ran 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".

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