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EncoderBlock

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

EncoderBlock appears in the code Syntology harvested for 23 papers, as 33 distinct code bodies found in 33 places (a place is one code body under one paper). At least one of them ran in 16 of the papers; 2 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 EncoderBlock 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 22 of the 33 distinct code bodies named EncoderBlock; 11 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
22ran
11unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 33 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

23 papers shown of 23, newest first; 33 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 4 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
Imputation-free transformer learning enables robust Alzheimer's disease prediction and calibrated uncertainty quantification across heterogeneous clinical cohorts added by Syntology 2026-07 (from id) cschneuw/nitrogen/src/model/naim.py baf678781627e640 ran MIT (permissive)
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 e34125eeae114501 ran MIT (permissive)
Degradation-Aware Metric Prompting for Hyperspectral Image Restoration added by Syntology 2025-12 (from id) MiliLab/DAMP/DAMP.py 283eeaddfa304bba 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 23282f4dda20adf4 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
arXiv:2507.00880 2025-07 (from id) XuRuihan/NNFormer/neuralformer/models/encoders/neuralformer.py b4720d099da8a194 unverified MIT (permissive)
EMPLACE: Self-Supervised Urban Scene Change Detection 22 Mar 2025 Timalph/EMPLACE/Rectangular_VIT.py aaf5872885ebcf1c ran no licence file found · pointer only
Latent Action Learning Requires Supervision in the Presence of Distractors 1 Feb 2025 dunnolab/laom/src/nn.py 895458a98fc89d34 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Generative Modeling and Data Augmentation for Power System Production Simulation 10 Dec 2024 Becklishious/NeurIPS2024/TS-Diffusion/Models/interpretable_diffusion/gaussian_diffusion.py ac3ebc988e160531 unverified 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 f167bbb63f7b5ffd unverified MIT (permissive)
Noise2Noise Denoising of CRISM Hyperspectral Data 26 Mar 2024 rob-platt/n2n4m/n2n4m/model.py 1fe6ea46327af7a2 ran fingerprinted MIT (permissive)
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding 29 Feb 2024 guangyliu/eddpm/Protein/codes/nn/models.py 73cd3359ae45d6c1 ran no licence file found · pointer only
Context-Aware Meta-Learning 17 Oct 2023 cfifty/CAML/src/models/CAML.py 8535c1852720eb4f ran MIT (permissive)
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs 1 May 2023 wanghh7/evolunet/model/model.py d9faf5d7973ad371 ran 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 0c020f10b0bec0e6 ran · metamorphic tier: deterministic MIT (permissive)
Visual Prompt Tuning 23 Mar 2022 Yiming-M/CLIP-EBC/models/encoder/vit.py c6bf5366cd01303c ran · metamorphic tier: deterministic MIT (permissive)
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data 29 Mar 2021 jw9730/setvae/models/networks.py 6d5bb50995b393f2 unverified MIT (permissive)
CATE: Computation-aware Neural Architecture Encoding with Transformers 14 Feb 2021 MSU-MLSys-Lab/CATE/layers/transformer.py 2b2a73a9b0d3825e ran Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 pytorch/vision/torchvision/models/vision_transformer.py 98bf127d64416382 ran · metamorphic tier: deterministic BSD-3-Clause (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 sangHa0411/VIT/model.py ce7cae4240dc4421 ran · metamorphic tier: deterministic no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 facebookresearch/ClassyVision/classy_vision/models/vision_transformer.py 5a11eb1ce59c052b ran · metamorphic tier: deterministic MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 KiUngSong/Vision/ViT/ViT_pytorch.py 0341cd2b3c276bd3 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 asyml/vision-transformer-pytorch/src/model.py be6b45c4b5087cd0 ran Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 bshantam97/Attention_Based_Networks/vision_transformer.py 32185c117e4e5926 ran · metamorphic tier: invariant no licence file found · pointer only
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning 8 Oct 2020 alfworld/alfworld/alfworld/agents/modules/model.py 72bcf63ba171e486 unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 bot66/mnistdiffusion/model.py bfa427b1e754f31a ran · metamorphic tier: deterministic MIT (permissive)
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQA 13 May 2020 hyounghk/VideoQADenseCapFrameGate-ACL2020/qanet/tvqanet.py 141e2be2575e53f1 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 kh-kim/simple-nmt/simple_nmt/models/transformer.py d62179f4dfe9da60 ran no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 BrianPulfer/PapersReimplementations/src/nlp/layers/encoder.py 222c8ded23cb43b4 ran · metamorphic tier: invariant MIT (permissive)
Attention Is All You Need 12 Jun 2017 sarthaxxxxx/Attention-is-all-you-need/Transformer.py 4a8ce345b526315d unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 shao-chi/ImageCaption/core/TRANSFORMER/model.py 3236b946a3b8e40f unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 plkmo/Transformer-Eng2French/src/models.py 32aeb96eef5cde78 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 seunghwan1228/Transfomer-MachineTranslation/models/transformer.py 6adcddb6bc8bd882 unverified no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 park-cheol/Speech_Enhancement-DCUnet/model/DCUNet.py 2966075927b298e4 ran · metamorphic tier: invariant 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