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merge

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

merge appears in the code Syntology harvested for 85 papers, as 44 distinct code bodies found in 86 places (a place is one code body under one paper). At least one of them ran in 41 of the papers; 4 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 merge 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 13 of the 44 distinct code bodies named merge; 31 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
1ran · fixture could not drive it
6ran
31unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 86 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

85 papers shown of 85, newest first; 86 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; 2 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
Pretrained, Curriculum-Tuned, and Ensembled: A Tracer-Aware Interactive Segmentation Pipeline for AutoPET V added by Syntology 2026-08 (from id) Liiiii2101/AUTOPET2026-MEDAI/nnUNet-2.2/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
Agent-based models for the evolution of morphological alternation patterns added by Syntology 2026-06 (from id) SakanaAI/LanguageEvolution/core/network.py a2b4fe15198202a9 ran no licence file found · pointer only
Component-Adaptive and Lesion-Level Supervision for Improved Small Structure Segmentation in Brain MRI added by Syntology 2026-04 (from id) luumsk/SmallLesionMRI/slsseg/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified no licence file found · pointer only
Self-Supervised Multi-Stage Domain Unlearning for White-Matter Lesion Segmentation added by Syntology 2026-03 (from id) Pubec/nnunetv2-unlearning/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
Long Chain-of-Thought Compression via Fine-Grained Group Policy Optimization added by Syntology 2026-02 (from id) Mr-XcHan/FGO/src/open_r1/gpg_trainer.py 039728581d8123a7 ran · honoured contract fingerprinted no licence file found · pointer only
Anatomy Aware Cascade Network: Bridging Epistemic Uncertainty and Geometric Manifold for 3D Tooth Segmentation added by Syntology 2026-01 (from id) shiliu0114/AACNet/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
PixFoundation 2.0: Do Video Multi-Modal LLMs Use Motion in Visual Grounding? added by Syntology 2025-09 (from id) MSiam/PixFoundation-2.0/infer/infer_sa2va.py 6f845c821f670c91 unverified MIT (permissive)
GPG: A Simple and Strong Reinforcement Learning Baseline for Model Reasoning 3 Apr 2025 amap-ml/gpg/open-r1/src/open_r1/gpg_trainer.py 039728581d8123a7 ran · honoured contract fingerprinted no licence file found · pointer only
Parametric model reduction of mean-field and stochastic systems via higher-order action matching 15 Oct 2024 julesberman/hoam/hoam/utils.py cf2db08387fd2f73 unverified no licence file found · pointer only
Cell Morphology-Guided Small Molecule Generation with GFlowNets 9 Aug 2024 thematrixmaster/omics-guided-gfn/vis/plot_main.py 1147f62a9cb2ddd4 unverified Apache-2.0 (permissive)
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking 9 Jul 2024 ricklisz/anatomask/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified MIT (permissive)
SLAB: Efficient Transformers with Simplified Linear Attention and Progressive Re-parameterized Batch Normalization 19 May 2024 MS-P3/code4/DECO/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts 16 May 2024 zhangxinrubit/mome/MoME_foundation/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation 15 Apr 2024 MIC-DKFZ/nnunet/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation 9 Apr 2024 lamp-benchmark/lamp/LaMP/utils/merge_with_rank.py 702b3adb25f03d63 ran no licence file found · pointer only
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation 12 Mar 2024 wjh892521292/lkm-unet/lkmunet/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified no licence file found · pointer only
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation 8 Mar 2024 mrblankness/lightm-unet/lightm-unet/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining 5 Feb 2024 jiarunliu/swin-umamba/swin_umamba/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
DebugBench: Evaluating Debugging Capability of Large Language Models 9 Jan 2024 thunlp/debugbench/dataset_construction/generate_multiples.py aeccb4b8e6ad5100 ran fingerprinted Apache-2.0 (permissive)
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation 7 Sep 2023 uni-medical/a-eval/nnunetv2/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
GIFD: A Generative Gradient Inversion Method with Feature Domain Optimization 9 Aug 2023 ffhibnese/GIFD/inversefed/nn/revnet_utils.py 2d15f050207aff53 ran fingerprinted MIT (permissive)
Prune Spatio-temporal Tokens by Semantic-aware Temporal Accumulation 8 Aug 2023 mark12ding/sta/engine.py 2c569f5fd03e74b4 unverified BSD-2-Clause (permissive)
Less is More: Focus Attention for Efficient DETR 24 Jul 2023 linxid/Focus-DETR/models/focus_detr/coco_eval.py 13cebdd9482d0683 unverified Apache-2.0 (permissive)
V-LoL: A Diagnostic Dataset for Visual Logical Learning 13 Jun 2023 ml-research/vlol-dataset-gen/util.py 4de55b923fec477a unverified MIT (permissive)
Recasting Self-Attention with Holographic Reduced Representations 31 May 2023 neuromorphiccomputationresearchprogram/hrrformer/utils.py 9332d0930ef1d545 unverified Apache-2.0 (permissive)
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification 24 May 2023 Rooooyy/HiTIN/models/structure_model/tin.py bc9e8ca43dc38184 unverified no licence file found · pointer only
Anything-3D: Towards Single-view Anything Reconstruction in the Wild 19 Apr 2023 anything-of-anything/anything-3d/AnyObject3D/src/3DFuse/adapt_sd.py fb4ad35ff0703104 unverified MIT (permissive)
MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation 25 Mar 2023 mic-dkfz/multitalent/multitalent/batch_running/generate_lsf_runs_customDecathlon.py 86ec2ccc2984b8bf unverified Apache-2.0 (permissive)
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study 19 Oct 2022 zjunlp/lrebench/DA.py 9f7a364b023cf31f ran · our draft was wrong MIT (permissive)
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks 15 Aug 2022 edisonleeeee/spikenet/spikenet/dataset.py be70fb16a22d8701 ran · fixture could not drive it fingerprinted MIT (permissive)
DeVIS: Making Deformable Transformers Work for Video Instance Segmentation 22 Jul 2022 acaelles97/devis/src/datasets/coco_eval.py eb4edcefd813ed1f unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
TwiBot-22: Towards Graph-Based Twitter Bot Detection 9 Jun 2022 LuoUndergradXJTU/TwiBot-22/src/BotRGCN/twibot_20/dataset_tool.py 2a103f6aa57f2d91 unverified MIT (permissive)
A Simple yet Effective Method for Graph Classification 6 Jun 2022 wu-junran/hierarchicalreporting/lib/coding_tree.py d5cbf6bb01288b04 unverified MIT (permissive)
Generalized Knowledge Distillation via Relationship Matching 4 May 2022 njulus/gkd/utils/triplet.py 8fa985d609627f85 unverified MIT (permissive)
EVA2.0: Investigating Open-Domain Chinese Dialogue Systems with Large-Scale Pre-Training 17 Mar 2022 thu-coai/EVA/src/change_mp.py 88a41f3211226c0e unverified MIT (permissive)
Not All Patches are What You Need: Expediting Vision Transformers via Token Reorganizations 16 Feb 2022 Retinal-Research/EVIT-UNET/unet/eff_unet.py 5ce6e78745861c0e ran · our draft was wrong MIT (permissive)
Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection 14 Feb 2022 Resham-Sundar/sahi-yolox/sahi/utils/coco.py 4d47f766c74c1466 unverified MIT (permissive)
SCROLLS: Standardized CompaRison Over Long Language Sequences 10 Jan 2022 tau-nlp/scrolls/baselines/src/utils/config.py 4c69d00f97bf6280 unverified MIT (permissive)
An Image Patch is a Wave: Phase-Aware Vision MLP 24 Nov 2021 kingcong/models/MGN/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Enhancing Unsupervised Anomaly Detection with Score-Guided Network 10 Sep 2021 urbanmobility/SGM_mindspore/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong MIT (permissive)
Rethinking Coarse-to-Fine Approach in Single Image Deblurring 11 Aug 2021 LKLQQ/MIMO-UNet/src/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Few Shots Are All You Need: A Progressive Few Shot Learning Approach for Low Resource Handwritten Text Recognition 21 Jul 2021 dali92002/htrbymatching/generate_data.py 9ec01de95a2f7631 unverified MIT (permissive)
Few Shots Are All You Need: A Progressive Few Shot Learning Approach for Low Resource Handwritten Text Recognition 21 Jul 2021 dali92002/htrbymatching/src/coco_eval.py faf33cdfe03460be unverified MIT (permissive)
YOLOX: Exceeding YOLO Series in 2021 18 Jul 2021 2023-MindSpore-1/ms-code-31/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios 1 Jul 2021 decile-team/distil/distil/active_learning_strategies/score_streaming_strategy.py 11c8d12a65d8f1aa unverified MIT (permissive)
Dynamic Resolution Network 5 Jun 2021 LKLQQ/DRNet/src/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Vision Transformers for Dense Prediction 24 Mar 2021 mszpc/3d_dense/3d_densenet/src/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Certified Robustness to Programmable Transformations in LSTMs 15 Feb 2021 foreverzyh/certified_lstms/src/ibp.py 13a8f8643f410f3e ran MIT (permissive)
$f$-GAIL: Learning $f$-Divergence for Generative Adversarial Imitation Learning 2 Oct 2020 fGAIL3456/fGAIL/a2c_ppo_acktr/model_utils.py 2d15f050207aff53 ran fingerprinted MIT (permissive)
Learning from Protein Structure with Geometric Vector Perceptrons 3 Sep 2020 drorlab/gvp/src/gvp.py 2106150ffc407369 ran licence not identified · pointer only
Data Poisoning Attacks Against Federated Learning Systems 16 Jul 2020 mattbev/6.867-final-project/utils/basics.py 6eba28e32c29abf0 unverified MIT (permissive)
Attention-based Joint Detection of Object and Semantic Part 5 Jul 2020 kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch/references/detection/coco_eval.py eb4edcefd813ed1f unverified Apache-2.0 (permissive)
LayoutTransformer: Layout Generation and Completion with Self-attention 25 Jun 2020 Layout-Generation/layout-generation/LayoutGAN/MNIST/mnist_utils.py 62cdfe4021abce05 unverified MIT (permissive)
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection 8 Jun 2020 mszpc/nanodet/nanodet/src/model_utils/config.py b2108b927c53418b unverified Apache-2.0 (permissive)
End-to-End Object Detection with Transformers 26 May 2020 LKLQQ/detr/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
YOLOv4: Optimal Speed and Accuracy of Object Detection 23 Apr 2020 2023-MindSpore-1/ms-code-51/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Learned discretizations for passive scalar advection in a 2-D turbulent flow 2020-04 (from id) google-research/data-driven-pdes/datadrivenpdes/core/builders.py 8dcd988545dfea78 unverified Apache-2.0 (permissive)
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking 4 Apr 2020 15534081591/FairMOT/src/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Deep Learning for Person Re-identification: A Survey and Outlook 13 Jan 2020 Haoyu1004/AGW_mindspore/src/utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Event Outlier Detection in Continuous Time 19 Dec 2019 siqil/CPPOD/simulation.py c072cb5d48da4393 unverified MIT (permissive)
Self-attention for raw optical Satellite Time Series Classification 23 Oct 2019 marccoru/crop-type-mapping/src/experiments.py 1f81cc5a18230087 ran · our draft was wrong MIT (permissive)
Learning Generalisable Omni-Scale Representations for Person Re-Identification 15 Oct 2019 mszpc/osnet/osnet/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 lyqcom/albert/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation 25 Jul 2019 alililia/ascend_U-GAT-IT/src/modelarts_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer 2 Jul 2019 freshtan/midas_v2/src/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
CoLight: Learning Network-level Cooperation for Traffic Signal Control 11 May 2019 wingsweihua/colight/runexp.py c2283faa90c2a217 ran · our draft was wrong no licence file found · pointer only
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis 3 Apr 2019 JoegameZhou/cnnctc/src/model_utils/config.py b2108b927c53418b unverified Apache-2.0 (permissive)
MultiGrain: a unified image embedding for classes and instances 14 Feb 2019 2023-MindSpore-1/ms-code-62/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification 29 Aug 2018 SchafferZhang/DADA/cifar10-svhn/train_cifar_svhn.py 5a2aa745c05f5871 unverified no licence file found · pointer only
CBAM: Convolutional Block Attention Module 17 Jul 2018 LKLQQ/CBAM/src/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning 17 Apr 2018 stevenolvil/PredRNN-V2/config.py b2108b927c53418b unverified Apache-2.0 (permissive)
YOLOv3: An Incremental Improvement 8 Apr 2018 zhanghuiyao/yolov3_mindspore/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong MIT (permissive)
i-RevNet: Deep Invertible Networks 20 Feb 2018 jhjacobsen/pytorch-i-revnet/models/model_utils.py 2d15f050207aff53 ran fingerprinted MIT (permissive)
Learning to Generate Long-term Future via Hierarchical Prediction 19 Apr 2017 rubenvillegas/icml2017hierchvid/lstm_src/train_det_rnn_h36m.py 1e39144a8a91a409 unverified MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 LKLQQ/LEO/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy 14 Nov 2016 dougalsutherland/opt-mmd/gan/utils.py 086f34a9a161bd00 unverified BSD-3-Clause (permissive)
Wide Residual Networks 23 May 2016 alililia/wideresnet_Ascend/src/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Stacked Hourglass Networks for Human Pose Estimation 22 Mar 2016 yangyucheng000/StackedHourglass/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Identity Mappings in Deep Residual Networks 16 Mar 2016 JoegameZhou/ms-resnetv2/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 alililia/ascend_FaceAttribute/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Rethinking the Inception Architecture for Computer Vision 2 Dec 2015 hwzwx1190522/inceptionv3/inceptionv3/src/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark 12 Oct 2015 numenta/NAB/nab/labeler.py 2450f3c7bccc409c unverified MIT (permissive)
Sequence to Sequence Learning with Neural Networks 10 Sep 2014 2023-MindSpore-1/ms-code-61/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation 3 Jun 2014 hwzwx1190522/gru/gru/model_utils/config.py b9e24c3e3e0e88a7 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:aaai_28109 YanjingLi0202/Bi-ViT/losses.py 14b5de82375793ff unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
arXiv:Jung_Multi-Group_Proportional_Representations_for_Text-to-Image_Models_CVPR_2025_paper sangwon-jung94/mpr-t2i/utils.py 649b936d1942f4bb 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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