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reduce_dict

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

reduce_dict appears in the code Syntology harvested for 73 papers, as 20 distinct code bodies found in 73 places (a place is one code body under one paper). At least one of them ran in 60 of the papers; 0 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 reduce_dict 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 10 of the 20 distinct code bodies named reduce_dict; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
8ran
10unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 17 of the 73 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

73 papers shown of 73, newest first; 73 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 1 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.

PaperDateFileStatus SyntologyLicence
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 44f4152cc7eb1ddd ran GPL-3.0 (copyleft) · pointer only
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 53838c15d969eb79 ran MIT (permissive)
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement 2 Apr 2025 illume-unified-mllm/ILLUME_plus/ILLUME/illume/dist_utils.py 2a3280757ce5a198 ran · violated contract Apache-2.0 (permissive)
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification 19 Mar 2025 YuWLong666/CoE/util/misc.py 05992505df9ef0cd ran BSD-3-Clause (permissive)
Implicit Location-Caption Alignment via Complementary Masking for Weakly-Supervised Dense Video Captioning 17 Dec 2024 ShipingGe/ILCACM/src/util/dist.py a38ed1aa8d59134e unverified MIT (permissive)
D-FINE: Redefine Regression Task in DETRs as Fine-grained Distribution Refinement 17 Oct 2024 Peterande/D-FINE/src/misc/logger.py e6c2f1b16c9d4813 unverified Apache-2.0 (permissive)
A Simple Image Segmentation Framework via In-Context Examples 7 Oct 2024 aim-uofa/SINE/sine/utils/comm.py 53838c15d969eb79 ran licence not identified · pointer only
X-Prompt: Multi-modal Visual Prompt for Video Object Segmentation 28 Sep 2024 pinxueguo/x-prompt/lib/utils/misc.py 05992505df9ef0cd ran no licence file found · pointer only
MeshAnything V2: Artist-Created Mesh Generation With Adjacent Mesh Tokenization 5 Aug 2024 buaacyw/meshanythingv2/meshanything_train/dist.py b420987753130180 ran licence not identified · pointer only
SAM 2: Segment Anything in Images and Videos 1 Aug 2024 louisfinner/him2sam/lib/utils/misc.py 05992505df9ef0cd ran Apache-2.0 (permissive)
LLaRA: Supercharging Robot Learning Data for Vision-Language Policy 28 Jun 2024 LostXine/LLaRA/maskrcnn/utils.py d4ff7353113eadb2 ran Apache-2.0 (permissive)
SEMv3: A Fast and Robust Approach to Table Separation Line Detection 20 May 2024 Chunchunwumu/SEMv3/cal_teds/utils.py 2a3280757ce5a198 ran · violated contract Apache-2.0 (permissive)
Selective Focus: Investigating Semantics Sensitivity in Post-training Quantization for Lane Detection 10 May 2024 PannenetsF/SelectiveFocus/pad/utils/runners/lane_det_quant_trainer.py 3a37f431350cb887 ran · our draft was wrong no licence file found · pointer only
Sketch-guided Image Inpainting with Partial Discrete Diffusion Process 18 Apr 2024 vl2g/sketch-inpainting/image_synthesis/distributed/distributed.py 7dbdda0920e3d074 ran MIT (permissive)
ClusterTabNet: Supervised clustering method for table detection and table structure recognition 12 Feb 2024 sap-samples/clustertabnet/train/util.py 05992505df9ef0cd ran Apache-2.0 (permissive)
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models 24 Jan 2024 hkbunlp/explainhm-www2024/src/modules/dist_utils.py 53838c15d969eb79 ran Apache-2.0 (permissive)
PA-SAM: Prompt Adapter SAM for High-Quality Image Segmentation 23 Jan 2024 xzz2/pa-sam/utils/misc.py 4183d276c611a490 ran no licence file found · pointer only
GPAvatar: Generalizable and Precise Head Avatar from Image(s) 18 Jan 2024 xg-chu/gpavatar/core/utils/distributed.py 53838c15d969eb79 ran MIT (permissive)
UMIE: Unified Multimodal Information Extraction with Instruction Tuning 5 Jan 2024 ZUCC-AI/UMIE/src/dist_utils.py 44f4152cc7eb1ddd ran no licence file found · pointer only
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection 27 Dec 2023 Michel-liu/FatFormer/utils/misc.py 05992505df9ef0cd ran Apache-2.0 (permissive)
Exploring news intent and its application: A theory-driven approach 27 Dec 2023 ictmcg/newsint/DMint/utils/misc.py 05992505df9ef0cd ran no licence file found · pointer only
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection 28 Nov 2023 easonxiao-888/uvcom/uvcom/misc_ddp.py 05992505df9ef0cd ran MIT (permissive)
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation 27 Nov 2023 windygoo/promptnucseg/prompter/utils.py 0f432e22853a1915 ran no licence file found · pointer only
SQLNet: Scale-Modulated Query and Localization Network for Few-Shot Class-Agnostic Counting 16 Nov 2023 hcplab-sysu/sqlnet/util/utils.py 8ae0b62e37947d8e unverified no licence file found · pointer only
CATR: Combinatorial-Dependence Audio-Queried Transformer for Audio-Visual Video Segmentation 18 Sep 2023 aspirinone/catr.github.io/CATR/misc.py 05992505df9ef0cd ran no licence file found · pointer only
LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video Reconstruction 22 Aug 2023 haesoochung/lan-hdr/misc.py 05992505df9ef0cd ran no licence file found · pointer only
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 18 Aug 2023 mlvlab/OVQA/util/dist.py a38ed1aa8d59134e unverified no licence file found · pointer only
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Pairs 14 Aug 2023 wzhouxiff/restoreformerplusplus/RestoreFormer/distributed/distributed.py 7dbdda0920e3d074 ran Apache-2.0 (permissive)
Random Boxes Are Open-world Object Detectors 17 Jul 2023 scuwyh2000/RandBox/randbox/util/misc.py 05992505df9ef0cd ran 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 44f4152cc7eb1ddd 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 44f4152cc7eb1ddd ran MIT (permissive)
MixFormerV2: Efficient Fully Transformer Tracking 25 May 2023 mcg-nju/mixformerv2/lib/utils/misc.py 05992505df9ef0cd ran MIT (permissive)
VIP5: Towards Multimodal Foundation Models for Recommendation 23 May 2023 jeykigung/vip5/src/dist_utils.py 44f4152cc7eb1ddd ran MIT (permissive)
What Makes for Good Visual Tokenizers for Large Language Models? 20 May 2023 tencentarc/gvt/gvt/gvt/modules/dist_utils.py 53838c15d969eb79 ran Apache-2.0 (permissive)
Hierarchical Video-Moment Retrieval and Step-Captioning 29 Mar 2023 j-min/HiREST/dist_utils.py 44f4152cc7eb1ddd 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 426f9359bfa8b5d4 unverified Apache-2.0 (permissive)
You Only Segment Once: Towards Real-Time Panoptic Segmentation 26 Mar 2023 Darth-Kronos/YOSO_TensorRT/projects/YOSO/yoso/utils.py 05992505df9ef0cd ran MIT (permissive)
Weakly Supervised Knowledge Transfer with Probabilistic Logical Reasoning for Object Detection 9 Mar 2023 molden/ProbKT/robust_detection/dpl_utils.py 05992505df9ef0cd ran MIT (permissive)
SPTS v2: Single-Point Scene Text Spotting 4 Jan 2023 bytedance/sptsv2/util/misc_sptsv2.py 05992505df9ef0cd ran Apache-2.0 (permissive)
DiffusionInst: Diffusion Model for Instance Segmentation 6 Dec 2022 alipay/diffusion-model-for-instance-segmentation/diffusioninst/util/misc.py 05992505df9ef0cd ran Apache-2.0 (permissive)
Cross-Modal Adapter for Text-Video Retrieval 17 Nov 2022 leaplabthu/cross-modal-adapter/comm.py 2a3280757ce5a198 ran · violated contract Apache-2.0 (permissive)
Multimedia Generative Script Learning for Task Planning 25 Aug 2022 EagleW/Multimedia-Generative-Script-Learning-for-Task-Planning/utils_.py 44f4152cc7eb1ddd ran MIT (permissive)
GSRFormer: Grounded Situation Recognition Transformer with Alternate Semantic Attention Refinement 18 Aug 2022 zhiqic/gsrformer/util/misc.py 05992505df9ef0cd ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Occupancy Planes for Single-view RGB-D Human Reconstruction 4 Aug 2022 xiaoming-zhao/oplanes/oplanes/utils/comm.py 53838c15d969eb79 ran Apache-2.0 (permissive)
ReAct: Temporal Action Detection with Relational Queries 14 Jul 2022 sssste/React/React/utill/misc.py 05992505df9ef0cd ran MIT (permissive)
Improved Vector Quantized Diffusion Models 31 May 2022 microsoft/vq-diffusion/image_synthesis/distributed/distributed.py 7dbdda0920e3d074 ran MIT (permissive)
On the Paradox of Learning to Reason from Data 23 May 2022 joshuacnf/paradox-learning2reason/dist.py a38ed1aa8d59134e unverified MIT (permissive)
Semi-Supervised Training to Improve Player and Ball Detection in Soccer 14 Apr 2022 rvandeghen/sst/src/utils.py 05992505df9ef0cd ran BSD-3-Clause (permissive)
Disentangled Representation Learning for Text-Video Retrieval 14 Mar 2022 foolwood/DRL/tvr/utils/comm.py 2a3280757ce5a198 ran · violated contract Apache-2.0 (permissive)
Rethinking Efficient Lane Detection via Curve Modeling 4 Mar 2022 voldemortX/pytorch-auto-drive/utils/ddp_utils.py d2092a95e79d2d3b unverified BSD-3-Clause (permissive)
Rethinking the Two-Stage Framework for Grounded Situation Recognition 10 Dec 2021 kellyiss/situformer/util/misc.py 05992505df9ef0cd ran no licence file found · pointer only
End-to-End Referring Video Object Segmentation with Multimodal Transformers 29 Nov 2021 mttr2021/MTTR/misc.py 05992505df9ef0cd ran Apache-2.0 (permissive)
Grounded Situation Recognition with Transformers 19 Nov 2021 jhcho99/gsrtr/util/misc.py 05992505df9ef0cd ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Elaborative Rehearsal for Zero-shot Action Recognition 5 Aug 2021 DeLightCMU/ElaborativeRehearsal/framework/dist_helper.py 5b2ec24a42ad7b48 unverified MIT (permissive)
TransVG: End-to-End Visual Grounding with Transformers 17 Apr 2021 nku-shengzheliu/Pytorch-TransVG/utils/misc.py 05992505df9ef0cd ran MIT (permissive)
TubeR: Tubelet Transformer for Video Action Detection 2 Apr 2021 amazon-science/tubelet-transformer/models/transformer/util/misc.py 05992505df9ef0cd ran Apache-2.0 (permissive)
CvT: Introducing Convolutions to Vision Transformers 29 Mar 2021 microsoft/CvT/lib/utils/comm.py 19a8d1208f8a920f unverified MIT (permissive)
Attention-based Joint Detection of Object and Semantic Part 5 Jul 2020 kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch/references/detection/utils.py 05992505df9ef0cd ran Apache-2.0 (permissive)
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild 4 Apr 2020 EAST-J/Youtubehand/utils/comm.py 2a3280757ce5a198 ran · violated contract MIT (permissive)
Learning Delicate Local Representations for Multi-Person Pose Estimation 9 Mar 2020 caiyuanhao1998/RSN/lib/utils/comm.py 2a3280757ce5a198 ran · violated contract MIT (permissive)
Zero-Shot Grounding of Objects from Natural Language Queries 20 Aug 2019 TheShadow29/zsgnet-pytorch/code/utils.py b7654b7006fe061d unverified MIT (permissive)
IDD: A Dataset for Exploring Problems of Autonomous Navigation in Unconstrained Environments 26 Nov 2018 prajjwal1/autonomous-object-detection/utils.py 05992505df9ef0cd ran MIT (permissive)
ATOM: Accurate Tracking by Overlap Maximization 19 Nov 2018 xuefeng-zhu5/cdaat/lib/utils/misc.py 5c8f207cb5f19197 unverified MIT (permissive)
arXiv:aaai_25418 Shinetism/VStates/utils/trn_utils.py ef34b694a1a97e7e unverified MIT (permissive)
arXiv:Zhang_VQACL_A_Novel_Visual_Question_Answering_Continual_Learning_Setting_CVPR_2023_paper zhangxi1997/VQACL/VL-T5/src/dist_utils.py 44f4152cc7eb1ddd ran MIT (permissive)
arXiv:Yuan_CAT_A_Unified_Click-and-Track_Framework_for_Realistic_Tracking_ICCV_2025_paper ysyuann/CAT/lib/utils/misc.py 05992505df9ef0cd ran MIT (permissive)
arXiv:Yoshiyasu_Deformable_Mesh_Transformer_for_3D_Human_Mesh_Recovery_CVPR_2023_paper yusukey03012/DeFormer/src/utils/comm.py 2a3280757ce5a198 ran · violated contract MIT (permissive)
arXiv:Xiao_Bridging_the_Gap_A_Unified_Video_Comprehension_Framework_for_Moment_CVPR_2024_paper EasonXiao-888/UVCOM/uvcom/misc_ddp.py 05992505df9ef0cd ran MIT (permissive)
arXiv:Wang_Object_Detection_using_Event_Camera_A_MoE_Heat_Conduction_based_CVPR_2025_paper Event-AHU/OpenEvDET/CvHeat-DET/src/misc/logger.py e6c2f1b16c9d4813 unverified MIT (permissive)
arXiv:Gu_Vector_Quantized_Diffusion_Model_for_Text-to-Image_Synthesis_CVPR_2022_paper cientgu/VQ-Diffusion/image_synthesis/distributed/distributed.py 7dbdda0920e3d074 ran MIT (permissive)
arXiv:2023.findings-emnlp.644 jeykigung/VIP5/src/dist_utils.py 44f4152cc7eb1ddd ran MIT (permissive)
arXiv:136730727 louisYen/S3R/anomaly/apis/comm.py 2a3280757ce5a198 ran · violated contract MIT (permissive)
arXiv:136640328 nutuniv/SSRL/misc.py 05992505df9ef0cd ran 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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