Home › Code › FFN

FFN

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

FFN appears in the code Syntology harvested for 37 papers, as 39 distinct code bodies found in 39 places (a place is one code body under one paper). At least one of them ran in 32 of the papers; 10 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 FFN 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 34 of the 39 distinct code bodies named FFN; 5 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
34ran
5unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 21 of the 39 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

37 papers shown of 37, newest first; 39 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 6 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
Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion added by Syntology 2026-05 (from id) bdi-lab/KREPE/model.py f7bec0af78d0a7ab ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
RAFNet: Region-Aware Fusion Network for Pansharpening added by Syntology 2026-05 (from id) PatrickNod/RAFNet/caac.py 053a89049b4d0408 ran fingerprinted no licence file found · pointer only
Neural Latent Arbitrary Lagrangian-Eulerian Grids for Fluid-Solid Interaction added by Syntology 2026-03 (from id) therontau0054/Fisale/model/fisale.py 98f57121a42d9901 ran MIT (permissive)
Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation added by Syntology 2025-09 (from id) JinPLu/VeloxSeg/model/VeloxSeg.py ee46c691cbc4e1c9 ran no licence file found · pointer only
Toward Embodiment Equivariant Vision-Language-Action Policy added by Syntology 2025-09 (from id) hhcaz/e2vla/models/action_expert.py 6766f34ed867e302 ran · metamorphic tier: invariant MIT (permissive)
IMoRe: Implicit Program-Guided Reasoning for Human Motion Q&A added by Syntology 2025-08 (from id) LUNAProject22/IMoRe/IMoReModels/IMoReI/models/IPGRM_reasoning.py 51865080616c29e7 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2506.21880 2025-06 (from id) bit1120203554/IHRUT/methods/models/IHRUT4.24.py 11f22fe5672dbe18 ran · metamorphic tier: invariant no licence file found · pointer only
Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning 6 Feb 2025 ww20hust/NeurPIR/src/models/encoder.py dab48e750977daea ran no licence file found · pointer only
Eliminating Feature Ambiguity for Few-Shot Segmentation 13 Jul 2024 Sam1224/AENet/SCCAN_CyCTR/model/cyc_transformer_plus.py 917577c7e4da6b90 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Reward-based Input Construction for Cross-document Relation Extraction 31 May 2024 aailabkaist/REIC/ecrim-reic/main_reic.py f0230f7e4e44d32b ran · metamorphic tier: invariant Apache-2.0 (permissive)
Less is More: on the Over-Globalizing Problem in Graph Transformers 2 May 2024 null-xyj/CoBFormer/Model/CoBFormer.py 540ee9a6b0ddd843 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Dual-Scale Transformer for Large-Scale Single-Pixel Imaging 7 Apr 2024 Gang-Qu/HATNet-SPI/model/network.py b0152f66bb705e32 ran no licence file found · pointer only
SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design 29 Jan 2024 ysj9909/SHViT/model/shvit.py f3619d88bbb551e1 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders 1 Nov 2023 antofuller/croma/pretrain_croma.py 2346039a18d33db2 ran · metamorphic tier: invariant MIT (permissive)
PivotNet: Vectorized Pivot Learning for End-to-end HD Map Construction 31 Aug 2023 er-muyue/bemapnet/bemapnet/models/output_head/bezier_outputs.py 86cc84c929fef549 ran · metamorphic tier: deterministic licence not identified · pointer only
PivotNet: Vectorized Pivot Learning for End-to-end HD Map Construction 31 Aug 2023 wenjie710/PivotNet/mapmaster/models/output_head/pivot_outputs.py 4dc981dea3dbeaa2 ran · metamorphic tier: deterministic MIT (permissive)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction 17 Aug 2023 MediaBrain-SJTU/AuxFormer/model/model.py 692b43d6b0a5d50a ran no licence file found · pointer only
Graph Propagation Transformer for Graph Representation Learning 19 May 2023 czczup/GPTrans/models/gptrans.py fb8d3bae800de83f ran no licence file found · pointer only
EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention 11 May 2023 microsoft/cream/EfficientViT/classification/model/efficientvit.py a7247b84205e73d6 ran fingerprinted MIT (permissive)
SQA3D: Situated Question Answering in 3D Scenes 14 Oct 2022 SilongYong/SQA3D/ScanQA/models/mcan_sqa_module.py 5bdf1b882f558a79 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Video Graph Transformer for Video Question Answering 12 Jul 2022 sail-sg/VGT/model/vqa_model.py fad49f16c43d52df ran fingerprinted Apache-2.0 (permissive)
Vision GNN: An Image is Worth Graph of Nodes 1 Jun 2022 huawei-noah/efficient-ai-backbones/vig_pytorch/vig.py 02f652b1a13d93ac unverified no licence file found · pointer only
SHAPE: An Unified Approach to Evaluate the Contribution and Cooperation of Individual Modalities 30 Apr 2022 zhouyilab/shape/core/model/mosei.py 8dd4f694abbaa869 unverified no licence file found · pointer only
MaxViT: Multi-Axis Vision Transformer 4 Apr 2022 google-research/maxvit/maxvit/models/maxvit.py f50211588bf5be8b unverified Apache-2.0 (permissive)
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane Benchmark 21 Mar 2022 OpenDriveLab/PersFormer_3DLane/models/PersFormer.py b0c3559adbcc832e ran Apache-2.0 (permissive)
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer 5 Oct 2021 wilile26811249/MobileViT/models/model.py 0700a6a34626a6bf ran MIT (permissive)
CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting 15 Sep 2021 adityalab/camul/models/multimodels.py 9d913046ed9f7007 unverified MIT (permissive)
Global Filter Networks for Image Classification 1 Jul 2021 dslisleedh/MLP_based_models-tensorflow2/gfnet.py 51372e4eff26857f ran fingerprinted no licence file found · pointer only
Attend What You Need: Motion-Appearance Synergistic Networks for Video Question Answering 19 Jun 2021 ahjeongseo/MASN-pytorch/model/masn.py ccbe74241dafb0f7 ran · metamorphic tier: deterministic MIT (permissive)
Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech 2021-06 (from id) isletennos/mmvc_trainer/models.py 105de269bbc6a61f ran · metamorphic tier: deterministic no licence file found · pointer only
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning 30 May 2021 chen-judge/GeoQA/mcan.py cc10a482843ff5dd unverified no licence file found · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 yangyangxu0/demt/src/model/backbones/swin.py 6cf0beb34f43265d ran fingerprinted no licence file found · pointer only
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning 18 Mar 2021 facebookresearch/GDT/model.py ba5523a1a6748c82 ran Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 KiUngSong/Vision/ViT/ViT_pytorch.py 3e91eaf662a4bb21 ran no licence file found · pointer only
Understanding the Difficulty of Training Transformers 17 Apr 2020 c00k1ez/plain-transformers/src/plain_transformers/layers/pre_ln_encoder.py 2378be1d254fb13c ran Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 huanghonggit/Mask-Language-Model/model/bert.py eec394cb9b99cf20 ran Apache-2.0 (permissive)
Glow: Generative Flow with Invertible 1x1 Convolutions 9 Jul 2018 keonlee9420/VAENAR-TTS/model/glow.py b5a032a39e673350 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 anhtu293/transformer_from_scratch/model/transformer.py 33274f105275a965 ran fingerprinted MIT (permissive)
Attention Is All You Need 12 Jun 2017 Chang-Chia-Chi/SaintPlus-Knowledge-Tracing-Pytorch/model.py a751fee79f3ece4c 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