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DropPath

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

DropPath appears in the code Syntology harvested for 75 papers, as 89 distinct code bodies found in 89 places (a place is one code body under one paper). At least one of them ran in 73 of the papers; 72 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 DropPath 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 84 of the 89 distinct code bodies named DropPath; 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
84ran
5unverified
72fingerprinted

Licence is a property of each copy, so it is counted per place: 36 of the 89 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

75 papers shown of 75, newest first; 89 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 16 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
GET: Generative Embedding Translation for Medical Image Segmentation added by Syntology 2026-08 (from id) maklachur/GET/networks/embedding_translation.py 6970a40ad31697f9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Learning the Context of Errors: Black-Box Online Adaptation of Time Series Foundation Models added by Syntology 2026-06 (from id) Fifthky/ORCA/core/refiner_attn.py ea28ec451a5d07bc ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Graph Set Transformer added by Syntology 2026-06 (from id) daenuprobst/gst-conference/src/graph_set_transformer/models/gst.py 8d650e598e1402c8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
PQDT: Pseudo-Query Dual Transformer for Robust Point Cloud Restoration added by Syntology 2026-05 (from id) ins-uni-bonn/PQDT/pqdt/models/pq_transformer.py ae51a68c68f169d8 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
FILT3R: Latent State Adaptive Kalman Filter for Streaming 3D Reconstruction added by Syntology 2026-03 (from id) jinotter3/FILT3R/src/dust3r/model.py 52ab34ca8fd2e134 ran fingerprinted licence not identified · pointer only
SpecMoE: Spectral Mixture-of-Experts Foundation Model for Cross-Species EEG Decoding added by Syntology 2026-03 (from id) 935963004/LaBraM/modeling_pretrain.py ea7880551588ee9f ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Autoregressive Visual Decoding from EEG Signals added by Syntology 2026-02 (from id) ddicee/avde/models/labram.py 84590d675e94d536 ran fingerprinted no licence file found · pointer only
ECHOSAT: Estimating Canopy Height Over Space and Time added by Syntology 2026-02 (from id) ai4forest/echosat/fine-tuning/models/swin_video_unet.py bdfb44252c4a4200 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
T1: One-to-One Channel-Head Binding for Multivariate Time-Series Imputation added by Syntology 2026-02 (from id) Oppenheimerdinger/T1/models/T1.py 96592475595fbed1 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Learning from Complexity: Exploring Dynamic Sample Pruning of Spatio-Temporal Training added by Syntology 2026-02 (from id) HKUDS/OpenCity/model/OpenCity/OpenCity.py dbb44455f4f7cf38 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
BrainRVQ: A High-Fidelity EEG Foundation Model via Dual-Domain Residual Quantization and Hierarchical Autoregression added by Syntology 2026-02 (from id) keqicmz/BrainRVQ/DDRVQ/modeling_ddrvq.py 8c1361edd265ca8a ran fingerprinted no licence file found · pointer only
EchoJEPA: A Latent Predictive Foundation Model for Echocardiography added by Syntology 2026-02 (from id) bowang-lab/EchoJEPA/src/models/predictor.py 367c364be6605f4c ran fingerprinted Apache-2.0 (permissive)
EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models added by Syntology 2026-01 (from id) Dingkun0817/EEG-FM-Benchmark/models/FM/EEGPT/Model_EEGPT.py 8e464eea7a15e985 ran fingerprinted MIT (permissive)
CliffordNet: All You Need is Geometric Algebra added by Syntology 2026-01 (from id) ParaMind2025/CAN/model.py 2a0ce6ede68d0fc3 ran fingerprinted no licence file found · pointer only
Omni-View: Unlocking How Generation Facilitates Understanding in Unified 3D Model based on Multiview images added by Syntology 2025-11 (from id) AIDC-AI/Omni-View/modeling/bagel/bagel.py 9e7503f9df29310e ran fingerprinted Apache-2.0 (permissive)
Brain Harmony: A Multimodal Foundation Model Unifying Morphology and Function into 1D Tokens added by Syntology 2025-09 (from id) hzlab/Brain-Harmony/modules/harmonizer/stage1_pretrain/models.py 862cf06383f8bde7 ran · metamorphic tier: deterministic no licence file found · pointer only
Weakly-Supervised Affordance Grounding Guided by Part-Level Semantic Priors 30 May 2025 woyut/wsag-plsp/codes/models/decoder_affordance.py 7bf42bf0e6458cb1 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing 4 Apr 2025 EliSpectre/CVPR25-AutoSSVH/model/AutoSSVH.py b7e965b5c4fbf144 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning 25 Mar 2025 chaudatascience/cha_mae_vit/models/cha_mae_vit.py 4d93211cfa9bdffc ran · metamorphic tier: deterministic MIT (permissive)
arXiv:2503.15141 2025-03 (from id) djukicn/ocebo/models/ocebo.py 15090130e3a1e904 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
SVIP: Semantically Contextualized Visual Patches for Zero-Shot Learning 13 Mar 2025 uqzhichen/SVIP/models/vit_model.py e8fe59329c1a7b8a ran fingerprinted no licence file found · pointer only
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary 12 Mar 2025 showlab/VLog/VLog/model/models.py eb3438f3ff649ddf ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Kronecker Mask and Interpretive Prompts are Language-Action Video Learners 5 Feb 2025 yjyddq/CLAVER/models/claver.py 02c3d66d7386b4ce ran fingerprinted no licence file found · pointer only
ControlAR: Controllable Image Generation with Autoregressive Models 3 Oct 2024 hustvl/controlar/autoregressive/models/gpt.py 76f9e42efc0d4711 ran fingerprinted Apache-2.0 (permissive)
CountGD: Multi-Modal Open-World Counting 5 Jul 2024 niki-amini-naieni/countx/models_counting_network.py 59c07cf4d49e5e3c ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Semantically Guided Representation Learning For Action Anticipation 2 Jul 2024 ADiko1997/S-GEAR/models/base_model_ts.py f4388cc6db5bce14 ran fingerprinted Apache-2.0 (permissive)
Vision-LSTM: xLSTM as Generic Vision Backbone 6 Jun 2024 NX-AI/vision-lstm/vision_lstm/vision_lstm.py 5fa540c6a1346171 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Enhancing Feature Diversity Boosts Channel-Adaptive Vision Transformers 26 May 2024 chaudatascience/diverse_channel_vit/models/dichavit.py 07bed269ee55adea ran fingerprinted MIT (permissive)
TSLANet: Rethinking Transformers for Time Series Representation Learning 12 Apr 2024 WenjieDu/PyPOTS/pypots/nn/modules/tslanet/backbone.py 43c44182d498a36d ran · metamorphic tier: deterministic fingerprinted BSD-3-Clause (permissive)
Bridging the Gap Between End-to-End and Two-Step Text Spotting 6 Apr 2024 mxin262/bridging-text-spotting/adet/modeling/bridge.py 7d9a8a01e3d8b2af ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
On Train-Test Class Overlap and Detection for Image Retrieval 1 Apr 2024 MCC-WH/Token/networks/RetrievalNet.py 938eafe395be5d19 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Deep Generative Model based Rate-Distortion for Image Downscaling Assessment 22 Mar 2024 IIGROUP/MANIQA/models/maniqa.py 93f0fde3bc773068 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers 19 Feb 2024 mrkshllr/bixt/timm/models/bixt.py 59f48e4236839efb ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram 2 Feb 2024 bakqui/st-mem/models/st_mem.py 2b3233292ba7ed4f ran fingerprinted licence not identified · pointer only
4M: Massively Multimodal Masked Modeling 11 Dec 2023 apple/ml-4m/fourm/models/fm.py 0e191e0cd5b78fae ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers 25 Aug 2023 WISION-Lab/eventful-transformer/eventful_transformer/blocks.py f70a7b357e415e5e unverified MIT (permissive)
Adaptive Frequency Filters As Efficient Global Token Mixers 26 Jul 2023 NWPU-Li/AFFNet/aff_block_LL.py 99f368d7aea9ef52 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Efficient Video Action Detection with Token Dropout and Context Refinement 17 Apr 2023 MCG-NJU/EVAD/projects/evad/models/vit_model.py f1ba368c5af15b64 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
DINOv2: Learning Robust Visual Features without Supervision 14 Apr 2023 ByungKwanLee/Causal-Unsupervised-Segmentation/models/dinov2vit.py 22e81d05c408426c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Towards Unified Scene Text Spotting based on Sequence Generation 7 Apr 2023 clovaai/units/units/models/model.py 2dfdf4c6074881e3 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Efficient Computation Sharing for Multi-Task Visual Scene Understanding 16 Mar 2023 sarashoouri/EfficientMTL/Codes/multimae/multimae.py e6e9f6bf7f63ce5e ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
PiMAE: Point Cloud and Image Interactive Masked Autoencoders for 3D Object Detection 14 Mar 2023 BLVLab/PiMAE/Pretrain/models/pimae.py 81da177eaf52ee01 ran fingerprinted no licence file found · pointer only
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation 9 Mar 2023 brdav/cma/models/model.py a6b6a8722e93e121 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Where We Are and What We're Looking At: Query Based Worldwide Image Geo-localization Using Hierarchies and Scenes 7 Mar 2023 AHKerrigan/GeoGuessNet/networks.py 43b361f444ae05e1 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation 24 Jan 2023 valeoai/WaffleIron/waffleiron/backbone.py e058da1955e6f991 ran fingerprinted licence not identified · pointer only
Scalable Adaptive Computation for Iterative Generation 22 Dec 2022 google-research/pix2seq/architectures/transformers.py 80161ca59f374d2a ran Apache-2.0 (permissive)
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion 19 Oct 2022 naver/croco/models/croco.py 99b1932affbf5fdf ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Panoramic Vision Transformer for Saliency Detection in 360° Videos 19 Sep 2022 hs-yn/paver/code/model/decoder.py 511f72cb4c20504a ran · metamorphic tier: invariant fingerprinted MIT (permissive)
TinyViT: Fast Pretraining Distillation for Small Vision Transformers 21 Jul 2022 microsoft/cream/TinyViT/models/tiny_vit.py a8aec28fef3b8a76 ran fingerprinted MIT (permissive)
Global Context Vision Transformers 20 Jun 2022 awsaf49/gcvit-tf/gcvit/models/gcvit.py cb662ef431014eb8 ran MIT (permissive)
StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph 27 May 2022 hzli-ucas/stargraph/model.py f3aa96e814dfeea9 ran fingerprinted no licence file found · pointer only
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 26 Apr 2022 gpastal24/ViTPose-Pytorch/src/vitpose_infer/builder/backbones/vit.py cd0e7be073ad785f ran · metamorphic tier: deterministic fingerprinted GPL-3.0 (copyleft) · pointer only
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 26 Apr 2022 JunkyByte/easy_ViTPose/easy_ViTPose/vit_models/model.py bcec6a4434dcfdb8 ran fingerprinted Apache-2.0 (permissive)
CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow 31 Mar 2022 askerlee/craft/core/setrans.py 691dde70dfd8362b ran · metamorphic tier: deterministic fingerprinted WTFPL · pointer only
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py d14d5773d2c8e320 ran fingerprinted MIT (permissive)
Adaptive Patch Exiting for Scalable Single Image Super-Resolution 22 Mar 2022 littlepure2333/APE/model/swinir_ape.py 2c28ad5498af1d70 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Global Matching with Overlapping Attention for Optical Flow Estimation 21 Mar 2022 xiaofeng94/gmflownet/core/gmflownet_model.py b20207e9c582c326 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning 12 Jan 2022 towhee-io/towhee/towhee/models/uniformer/uniformer.py 8f059bf3db11537b ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
A ConvNet for the 2020s 10 Jan 2022 murufeng/awesome_lightweight_networks/light_cnns/Transformer/ConvNeXt.py 6255e860ca403ee6 ran fingerprinted MIT (permissive)
A ConvNet for the 2020s 10 Jan 2022 DarshanDeshpande/jax-models/jax_models/models/convnext.py 983cc65c35c3d898 unverified Apache-2.0 (permissive)
A ConvNet for the 2020s 10 Jan 2022 SarthakYadav/audax/audax/models/convnext.py 0c184b9cfad87e20 unverified BSD-2-Clause (permissive)
Masked Autoencoders Are Scalable Vision Learners 11 Nov 2021 DarshanDeshpande/jax-models/jax_models/models/masked_autoencoder.py a84a5b2f271cf15c ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Masked Autoencoders Are Scalable Vision Learners 11 Nov 2021 BUPT-PRIV/MAE-priv/mae/modeling_pretrain.py 762514af1d1eeb94 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking 26 Oct 2021 mcc-wh/csa/network/RerankTransformer.py 8b3435b073f323ec ran fingerprinted MIT (permissive)
BEiT: BERT Pre-Training of Image Transformers 15 Jun 2021 facebookresearch/vissl/vissl/models/trunks/beit_transformer.py f4d723c4060a9c88 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
RegionViT: Regional-to-Local Attention for Vision Transformers 4 Jun 2021 dc3ea9f/RegionViT/models/region_vit.py 67186f084bc62090 ran fingerprinted MIT (permissive)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 31 May 2021 IMvision12/SegFormer-tf/models/segformer.py 4b04a139b83d832e ran fingerprinted no licence file found · pointer only
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 31 May 2021 DarshanDeshpande/jax-models/jax_models/models/segformer.py 8085cbc641b30993 ran Apache-2.0 (permissive)
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification 30 May 2021 JDAI-CV/fast-reid/fastreid/modeling/backbones/vision_transformer.py 75f5c156267fccbd ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 martinsbruveris/tensorflow-image-models/tfimm/architectures/mlp_mixer.py d011b7b14c9b2500 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Multiscale Vision Transformers 22 Apr 2021 towhee-io/towhee/towhee/models/multiscale_vision_transformers/mvit.py 8eadaa524165fa27 ran fingerprinted Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 shkarupa-alex/tfswin/tfswin/model.py c0a6db98075e5a32 ran MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 innat/VideoSwin/videoswin/blocks/swin_transformer.py 889677dfb48a1e7a ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 Burf/tfdetection/tfdet/model/backbone/swin_transformer.py 1f71103e68295350 ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 innat/HybridModel-GradCAM/layers/swin_blocks.py 5bcf14becf4f18ba ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 yangyangxu0/demt/src/model/backbones/swin.py 89aae91283eb968d ran fingerprinted no licence file found · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 rishigami/Swin-Transformer-TF/swintransformer/model.py 0fda0888f3c18df0 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 DarshanDeshpande/jax-models/jax_models/models/swin_transformer.py 0267e8763dbcd8ad unverified Apache-2.0 (permissive)
Training data-efficient image transformers & distillation through attention 23 Dec 2020 alibaba/EasyCV/easycv/models/backbones/vision_transformer.py c713760d26bf0a45 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Exploring Simple Siamese Representation Learning 20 Nov 2020 facebookresearch/clip-rocket/models.py 6bd663b5be82dccd ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 mahmoodlab/hipt/HIPT_4K/vision_transformer.py ad5f80b54573c0e0 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 OML-Team/open-metric-learning/oml/models/vit_dino/external_v2/vision_transformer.py 1d3ee770ca7b30c9 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 SHI-Labs/Compact-Transformers/src/vit.py e96ac00ca379ee0e ran fingerprinted Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 HzcIrving/DeepLearning_PlayGround/Swin-Transformer/Model.py fd903c745e98dffd ran fingerprinted MIT (permissive)
Deep Networks with Stochastic Depth 30 Mar 2016 nachiket273/pytorch_resnet_rs/model/base.py bd6c794dd7be5c10 ran fingerprinted MIT (permissive)
Deep Networks with Stochastic Depth 30 Mar 2016 DarshanDeshpande/jax-models/jax_models/layers/drop.py 7e0f6db857f04fb0 ran Apache-2.0 (permissive)
arXiv:aaai_28529 AlienZhang1996/S2WAT/model/s2wat.py 7d33ccdf4bdeadbf ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
arXiv:aaai_28388 924973292/TOP-ReID/modeling/fusion_part/CRM.py cb0614ea84e3c9e8 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
arXiv:Zhou_PanoLlama_Generating_Endless_and_Coherent_Panoramas_with_Next-Token-Prediction_LLMs_ICCV_2025_paper 0606zt/PanoLlama/token_generator/gpt.py 1e7c67ed5e41cb0d 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".

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