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gather

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

gather appears in the code Syntology harvested for 75 papers, as 46 distinct code bodies found in 75 places (a place is one code body under one paper). At least one of them ran in 36 of the papers; 3 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 gather 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 15 of the 46 distinct code bodies named gather; 31 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract

0ran · violated contract

3ran · our draft was wrong

3ran · fixture could not drive it

9ran

31unverified

3fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 75 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; 75 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; 10 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.

Paper	Date	File	Status Syntology	Licence
FeLoG: Scalable and Efficient Distributed Graph Embedding with Feedback Loop Mechanism added by Syntology	2026-06 (from id)	iDC-NEU/NeutronTP/models/tensplit_gcn_large.py `0ea0f96e15ee65f3`	unverified	no licence file found · pointer only
CHARTOGRAPHER: Counterfactual Chart Generation for Evaluating Vision-Language Models added by Syntology	2026-05 (from id)	vis-nlp/ChartQA/Models/VL-T5/src/dist_utils.py `00a9f7918ac39329`	ran	GPL-3.0 (copyleft) · pointer only
Differentiable latent structure discovery for interpretable forecasting in clinical time series added by Syntology	2026-04 (from id)	yalavarthivk/GraFITi/grafiti/grafiti_layers.py `c4b979466c3f0695`	ran	no licence file found · pointer only
Back to Basics: Let Conversational Agents Remember with Just Retrieval and Generation added by Syntology	2026-04 (from id)	facebookresearch/contriever/src/dist_utils.py `9fb6e57668661c38`	unverified	licence not identified · pointer only
Unveiling Causal Reasoning in Large Language Models: Reality or Mirage?	26 Jun 2025	Haoang97/CausalProbe-2024/src/dist_utils.py `9fb6e57668661c38`	unverified	no licence file found · pointer only
GLGENN: A Novel Parameter-Light Equivariant Neural Networks Architecture Based on Clifford Geometric Algebras	11 Jun 2025	katyafilimoshina/glgenn/engineer/metrics/metrics.py `7e5690a84b931458`	unverified	MIT (permissive)
Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation	6 Jun 2025	liyih/CSCL/code/MultiModal-DeepFake-main/models/METER/dist_utils.py `cc8ab2b168b5373d`	ran	MIT (permissive)
ReLearn: Unlearning via Learning for Large Language Models	16 Feb 2025	zjunlp/unlearn/dataAugument/gather_proc_data.py `d382772365dcb74d`	unverified	MIT (permissive)
Training Sparse Mixture Of Experts Text Embedding Models	11 Feb 2025	nomic-ai/contrastors/src/contrastors/distributed.py `8cea512acd127521`	unverified	Apache-2.0 (permissive)
Simple Guidance Mechanisms for Discrete Diffusion Models	13 Dec 2024	w86763777/pytorch-image-generation-metrics/pytorch_image_generation_metrics/districuted.py `7ab4a7f63870dca5`	unverified	Apache-2.0 (permissive)
A Simple Image Segmentation Framework via In-Context Examples	7 Oct 2024	aim-uofa/SINE/sine/utils/comm.py `18bde1ccecf78eba`	ran	licence not identified · pointer only
Unlearnable 3D Point Clouds: Class-wise Transformation Is All You Need	4 Oct 2024	CGCL-codes/UnlearnablePC/model_utils/kpconv_util.py `06eb9b038422a6ef`	ran · fixture could not drive it	MIT (permissive)
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents	5 Jul 2024	airi-institute/arigraph/src/dist_utils.py `9fb6e57668661c38`	unverified	MIT (permissive)
When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively	30 Apr 2024	tLabruna/Adapt-LLM/contriever/src/dist_utils.py `9fb6e57668661c38`	unverified	CC-BY-4.0 · pointer only
Non-negative Contrastive Learning	19 Mar 2024	pku-ml/non_neg/solo/losses/nnclr.py `19eca70e1694ef1d`	ran fingerprinted	no licence file found · pointer only
Neural Markov Random Field for Stereo Matching	17 Mar 2024	aeolusguan/NMRF/nmrf/utils/dist_utils.py `7780de4d44f9b787`	ran	MIT (permissive)
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback	11 Mar 2024	oceanntwt/ra-isf/retrieval_contriever/src/dist_utils.py `9fb6e57668661c38`	unverified	no licence file found · pointer only
PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language Models	12 Feb 2024	sleeepeer/poisonedrag/src/contriever_src/dist_utils.py `9fb6e57668661c38`	unverified	MIT (permissive)
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation	5 Feb 2024	allen-li1231/treehop-rag/src/dist_utils.py `9fb6e57668661c38`	unverified	MIT (permissive)
OLMo: Accelerating the Science of Language Models	1 Feb 2024	ningyuxu/tip_of_tongue/calf/utils/distributed.py `f273d6bf63dd6913`	unverified	MIT (permissive)
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models	24 Jan 2024	hkbunlp/explainhm-www2024/src/modules/dist_utils.py `cc8ab2b168b5373d`	ran	Apache-2.0 (permissive)
LDReg: Local Dimensionality Regularized Self-Supervised Learning	19 Jan 2024	HanxunH/LDReg/losses/ntxent_lid_reg.py `cf0782bfe6eddbac`	ran · our draft was wrong	MIT (permissive)
GPAvatar: Generalizable and Precise Head Avatar from Image(s)	18 Jan 2024	xg-chu/gpavatar/core/utils/distributed.py `18bde1ccecf78eba`	ran	MIT (permissive)
Self-supervised Feature Adaptation for 3D Industrial Anomaly Detection	6 Jan 2024	yuanpengtu/LSFA/Adaptation/NTXentLoss.py `d42584b747a12bb8`	unverified	no licence file found · pointer only
UMIE: Unified Multimodal Information Extraction with Instruction Tuning	5 Jan 2024	ZUCC-AI/UMIE/src/dist_utils.py `00a9f7918ac39329`	ran	no licence file found · pointer only
Hulk: A Universal Knowledge Translator for Human-Centric Tasks	4 Dec 2023	opengvlab/hulk/core/comm_.py `00a9f7918ac39329`	ran	MIT (permissive)
TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection	16 Nov 2023	maticfuc/eccv_transfusion/model/TransFusion.py `a77eeeca3b6710fd`	ran · fixture could not drive it	MIT (permissive)
Towards the Law of Capacity Gap in Distilling Language Models	13 Nov 2023	genezc/minima/minima/run_distillation_llama_ds.py `3d58cb57472675a1`	unverified	Apache-2.0 (permissive)
arXiv:2310.18555	2023-10 (from id)	tsirif/uLA/ula/utils/misc.py `a448d12e56c7a36f`	ran fingerprinted	MIT (permissive)
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook	16 Oct 2023	wenhaomin/DiffSTG/utils/common_utils.py `2b9fe6fe2c375675`	ran	MIT (permissive)
At Which Training Stage Does Code Data Help LLMs Reasoning?	28 Sep 2023	yingweima2022/codellm/src/generate.py `a43454e73b20e26c`	ran	no licence file found · pointer only
Robustifying Point Cloud Networks by Refocusing	10 Aug 2023	yossilevii100/critical_points2/shape_invariant_attack/model_utils/kpconv_util.py `06eb9b038422a6ef`	ran · fixture could not drive it	no licence file found · pointer only
PointMBF: A Multi-scale Bidirectional Fusion Network for Unsupervised RGB-D Point Cloud Registration	9 Aug 2023	phdymz/pointmbf/models/block.py `06eb9b038422a6ef`	ran · fixture could not drive it	no licence file found · pointer only
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering	29 Jun 2023	Abhiram4572/mi_bart/mi_bart/src/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
OpenP5: An Open-Source Platform for Developing, Training, and Evaluating LLM-based Recommender Systems	19 Jun 2023	jeykigung/P5/src/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
Youku-mPLUG: A 10 Million Large-scale Chinese Video-Language Dataset for Pre-training and Benchmarks	7 Jun 2023	x-plug/youku-mplug/models/distributed_utils.py `e62848b63e5fdfa1`	unverified	Apache-2.0 (permissive)
VIP5: Towards Multimodal Foundation Models for Recommendation	23 May 2023	jeykigung/vip5/src/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
What Makes for Good Visual Tokenizers for Large Language Models?	20 May 2023	tencentarc/gvt/gvt/gvt/modules/dist_utils.py `cc8ab2b168b5373d`	ran	Apache-2.0 (permissive)
DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model	23 Apr 2023	Yasoz/DiffTraj/utils/utils.py `c6e806d22e50ae25`	unverified	MIT (permissive)
Hierarchical Video-Moment Retrieval and Step-Captioning	29 Mar 2023	j-min/HiREST/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
The Devil is in the Points: Weakly Semi-Supervised Instance Segmentation via Point-Guided Mask Representation	27 Mar 2023	clovaai/PointWSSIS/MaskRefineNet/utils/distributed.py `88d3340343b336ff`	unverified	Apache-2.0 (permissive)
Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism	4 Mar 2023	pku-ml/rank-differential-mechanism/imagenet/main_simsiam.py `e9e8d99a9c25e301`	ran · our draft was wrong fingerprinted	MIT (permissive)
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving	24 Jan 2023	valeoai/rangevit/models/rangevit.py `06eb9b038422a6ef`	ran · fixture could not drive it	Apache-2.0 (permissive)
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations	30 Oct 2022	bwconrad/can/src/loss.py `a448d12e56c7a36f`	ran fingerprinted	MIT (permissive)
VICRegL: Self-Supervised Learning of Local Visual Features	4 Oct 2022	lightly-ai/lightly/lightly/loss/vicregl_loss.py `f60f882797a1d561`	unverified	MIT (permissive)
Occupancy Planes for Single-view RGB-D Human Reconstruction	4 Aug 2022	xiaoming-zhao/oplanes/oplanes/utils/comm.py `18bde1ccecf78eba`	ran	Apache-2.0 (permissive)
Recipe for a General, Powerful, Scalable Graph Transformer	25 May 2022	graphcore/ogb-lsc-pcqm4mv2/model/hybrid/layers.py `df3a80c6ac89079c`	unverified	MIT (permissive)
Towards End-to-End Unified Scene Text Detection and Layout Analysis	28 Mar 2022	google-research-datasets/hiertext/evaluator/np_box_list_ops.py `3cbdd09583615484`	unverified	CC-BY-SA-4.0 (copyleft) · pointer only
Equivariant Point Cloud Analysis via Learning Orientations for Message Passing	28 Mar 2022	luost26/equivariant-orientedmp/models/cls/oriented_dgcnn.py `8e1b540b7dbb4fd7`	unverified	MIT (permissive)
Shape-invariant 3D Adversarial Point Clouds	8 Mar 2022	shikiw/SI-Adv/model_utils/kpconv_util.py `06eb9b038422a6ef`	ran · fixture could not drive it	MIT (permissive)
Lepard: Learning partial point cloud matching in rigid and deformable scenes	24 Nov 2021	rabbityl/lepard/models/blocks.py `06eb9b038422a6ef`	ran · fixture could not drive it	MIT (permissive)
ReasonBERT: Pre-trained to Reason with Distant Supervision	10 Sep 2021	sunlab-osu/reasonbert/data_loader/tapas_modelling.py `ead963170369d948`	unverified	Apache-2.0 (permissive)
Elaborative Rehearsal for Zero-shot Action Recognition	5 Aug 2021	DeLightCMU/ElaborativeRehearsal/framework/dist_helper.py `842ad4fd53da0aec`	unverified	MIT (permissive)
Hybrid Generative-Contrastive Representation Learning	11 Jun 2021	kakaobrain/scrl/distributed/comm.py `0ae40a93ce2b44c0`	unverified	Apache-2.0 (permissive)
GAL: Gradient Assisted Learning for Decentralized Multi-Organization Collaborations	2 Jun 2021	diaoenmao/GAL-Gradient-Assisted-Learning-for-Decentralized-Multi-Organization-Collaborations/src/train_model_al.py `b70c15bcf6a12a08`	unverified	MIT (permissive)
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning	11 May 2021	lightly-ai/lightly/lightly/loss/vicreg_loss.py `f4b990248d9c5170`	unverified	MIT (permissive)
Contrastive Learning Improves Model Robustness Under Label Noise	19 Apr 2021	arghosh/noisy_label_pretrain/models/losses.py `3d5e11c2280cdb46`	unverified	MIT (permissive)
Denoising Diffusion Implicit Models	6 Oct 2020	cjfghk5697/Pytorch-Research-Paper-Implementations/Diffusion/DDIM/utils.py `ea4eae1fc415c0a6`	ran · our draft was wrong	MIT (permissive)
KPRNet: Improving projection-based LiDAR semantic segmentation	24 Jul 2020	DeyvidKochanov-TomTom/kprnet/models/kpconv/blocks.py `06eb9b038422a6ef`	ran · fixture could not drive it	MIT (permissive)
CoReNet: Coherent 3D scene reconstruction from a single RGB image	27 Apr 2020	google-research/corenet/src/corenet/distributed.py `6d011553084806dd`	unverified	Apache-2.0 (permissive)
TAPAS: Weakly Supervised Table Parsing via Pre-training	5 Apr 2020	kamalkraj/TAPAS-TF2/tapas/models/segmented_tensor.py `5627e0c233b85bf2`	unverified	Apache-2.0 (permissive)
Detection in Crowded Scenes: One Proposal, Multiple Predictions	20 Mar 2020	megvii-model/CrowdDetection/evaluate/compute_JI.py `fabe07d7d0c3a52c`	unverified	Apache-2.0 (permissive)
KPConv: Flexible and Deformable Convolution for Point Clouds	18 Apr 2019	isl-org/Open3D-ML/ml3d/torch/models/kpconv.py `9a89c500824a1c5c`	ran · fixture could not drive it	licence not identified · pointer only
Objects as Points	16 Apr 2019	tensorboy/centerpose/demo/convert2onnx.py `4b7b909c66e73f75`	unverified	MIT (permissive)
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism	16 Nov 2018	KakaoBrain/torchgpipe/torchgpipe/microbatch.py `9463c0f5ec4c4938`	unverified	BSD-3-Clause (permissive)
Relational inductive biases, deep learning, and graph networks	4 Jun 2018	mylonasc/tf-gnns/tf_gnns/backend_ops.py `0064a27d6d3cb322`	unverified	Apache-2.0 (permissive)
arXiv:aaai_25158		transvcl/TransVCL/transvcl/utils/dist.py `d171a9b9dac98af4`	unverified	MIT (permissive)
arXiv:aaai_21320		siat-nlp/GALAXY/galaxy/models/generator.py `4258fc4d59588f88`	unverified	Apache-2.0 (permissive)
arXiv:Zhang_VQACL_A_Novel_Visual_Question_Answering_Continual_Learning_Setting_CVPR_2023_paper		zhangxi1997/VQACL/VL-T5/src/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
arXiv:Ao_BUFFER_Balancing_Accuracy_Efficiency_and_Generalizability_in_Point_Cloud_Registration_CVPR_2023_paper		aosheng1996/BUFFER/models/point_learner.py `06eb9b038422a6ef`	ran · fixture could not drive it	MIT (permissive)
arXiv:2025.findings-acl.1365		ldilab/ECoRAG/compressor/src/dist_utils.py `9fb6e57668661c38`	unverified	Apache-2.0 (permissive)
arXiv:2025.emnlp-main.192		FreedomIntelligence/RAG-Instruct/retrieval_lm/src/dist_utils.py `9fb6e57668661c38`	unverified	Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.644		jeykigung/VIP5/src/dist_utils.py `00a9f7918ac39329`	ran	MIT (permissive)
arXiv:136730727		louisYen/S3R/anomaly/apis/comm.py `7f14194e77340fc7`	unverified	MIT (permissive)
arXiv:05117		MaticFuc/ECCV_TransFusion/model/TransFusion.py `a77eeeca3b6710fd`	ran · fixture could not drive it	MIT (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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