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make_divisible

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

make_divisible appears in the code Syntology harvested for 76 papers, as 37 distinct code bodies found in 81 places (a place is one code body under one paper). At least one of them ran in 55 of the papers; 15 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 make_divisible 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 20 of the 37 distinct code bodies named make_divisible; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

12ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
7ran
17unverified
15fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 81 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

76 papers shown of 76, newest first; 81 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 2 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
Driving on Memory added by Syntology 2026-08 (from id) boschresearch/MemoryDrivoR/bench2drive/navsim/agents/drivoR/timm_layers.py 24400bc088ed228d ran · honoured contract fingerprinted AGPL-3.0 (copyleft) · pointer only
Smart Scissor added by Syntology 2026-07 (from id) ntuliuteam/smart-scissor/core/crop.py 142be6d48d35b11e ran · honoured contract licence not identified · pointer only
DEIM: DETR with Improved Matching for Fast Convergence 5 Dec 2024 shihuahuang95/deim/engine/backbone/csp_darknet.py 2a08c4c250501510 unverified licence not identified · pointer only
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices 29 Oct 2024 mkang315/pk-yolo/models/yolo.py 6dd165c056f556ff ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning 9 Oct 2024 opposj/S2HPruner/big_resnet_ddp.py f0af07876911cdde ran fingerprinted no licence file found · pointer only
MobileNetV4 -- Universal Models for the Mobile Ecosystem 16 Apr 2024 jaiwei98/MobileNetV4-pytorch/mobilenet/mobilenetv4.py 6b65b07f03530a4d ran · honoured contract MIT (permissive)
MobileNetV4 -- Universal Models for the Mobile Ecosystem 16 Apr 2024 wh1090220084/mobilenetv4_pytorch/mobilenetv4.py 231ab9d94ccd8ac2 ran · honoured contract no licence file found · pointer only
MobileNetV4 -- Universal Models for the Mobile Ecosystem 16 Apr 2024 jiaowoguanren0615/MobileNetV4/models/blocks.py 24400bc088ed228d ran · honoured contract fingerprinted MIT (permissive)
On Exploring PDE Modeling for Point Cloud Video Representation Learning 6 Apr 2024 zhh6425/MotionPointNet/layers/helpers.py 24400bc088ed228d ran · honoured contract fingerprinted no licence file found · pointer only
LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition 13 Mar 2024 szlbiubiubiu/lafs_cvpr2024/face_pre_pro/ViT_face.py e122dab1d91b8c35 ran · honoured contract fingerprinted no licence file found · pointer only
GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM 8 Mar 2024 haokang-timmy/gear/cuda_supported_gear/quant/qmodule.py ad85b288e9acb9c2 ran fingerprinted MIT (permissive)
BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation 16 Feb 2024 dd-duda/bitdistiller/quantization/qmodule.py ad85b288e9acb9c2 ran fingerprinted MIT (permissive)
KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache 5 Feb 2024 jy-yuan/kivi/quant/qmodule.py ad85b288e9acb9c2 ran fingerprinted MIT (permissive)
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 noahzn/Lite-Mono/lite-mono-pretrain-code/sampler.py c8127b71c4ecc643 ran fingerprinted MIT (permissive)
LLM4SGG: Large Language Models for Weakly Supervised Scene Graph Generation 16 Oct 2023 rlqja1107/torch-LLM4SGG/maskrcnn_benchmark/layers/deform_pool.py 3592f11df8bd6c1d ran no licence file found · pointer only
Denoising Diffusion Step-aware Models 5 Oct 2023 envision-research/ddsm/slimmable_ops.py e99703e8431cce45 ran fingerprinted MIT (permissive)
Channel Vision Transformers: An Image Is Worth 1 x 16 x 16 Words 28 Sep 2023 insitro/channelvit/channelvit/backbone/fan.py 5b2c72c30130d62a ran no licence file found · pointer only
Boosting Residual Networks with Group Knowledge 26 Aug 2023 tsj-001/aaai24-gkt/gkt/model_bank/big_resnet_ddw.py 012a56f3a60ed47b ran fingerprinted MIT (permissive)
RCS-YOLO: A Fast and High-Accuracy Object Detector for Brain Tumor Detection 31 Jul 2023 mkang315/rcs-yolo/models/rcsosa.py ced806c5d18b3c53 ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
DesCo: Learning Object Recognition with Rich Language Descriptions 24 Jun 2023 liunian-harold-li/desco/maskrcnn_benchmark/layers/deform_pool.py 3592f11df8bd6c1d ran MIT recorded; this copy not marked cleared · pointer only
SGAT4PASS: Spherical Geometry-Aware Transformer for PAnoramic Semantic Segmentation 6 Jun 2023 TencentARC/SGAT4PASS/segmentron/modules/dmlpv2.py 5b2c72c30130d62a ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Multi-modal Queried Object Detection in the Wild 30 May 2023 yifanxu74/mq-det/maskrcnn_benchmark/layers/deform_pool.py 3592f11df8bd6c1d ran Apache-2.0 (permissive)
Stimulative Training++: Go Beyond The Performance Limits of Residual Networks 4 May 2023 sunshine-ye/nips22-st/models/randwidth_ops.py 012a56f3a60ed47b ran fingerprinted MIT (permissive)
DAMO-YOLO : A Report on Real-Time Object Detection Design 23 Nov 2022 tinyvision/damo-yolo/damo/utils/model_utils.py 890fb852f4b708f7 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Demystify Transformers & Convolutions in Modern Image Deep Networks 10 Nov 2022 opengvlab/stm-evaluation/classification/models/blocks/halonet.py 24400bc088ed228d ran · honoured contract fingerprinted MIT (permissive)
ViTALiTy: Unifying Low-rank and Sparse Approximation for Vision Transformer Acceleration with a Linear Taylor Attention 9 Nov 2022 GATECH-EIC/ViTaLiTy/src/patch_embed.py 24400bc088ed228d ran · honoured contract fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
ECO-TR: Efficient Correspondences Finding Via Coarse-to-Fine Refinement 25 Sep 2022 dltan7/ECO-TR/src/models/utils/inference_helper.py 9224de92ef54dd1c unverified Apache-2.0 (permissive)
TrojViT: Trojan Insertion in Vision Transformers 27 Aug 2022 mxzheng/trojvit/models/patch_embed.py 24400bc088ed228d ran · honoured contract fingerprinted MIT (permissive)
PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds 30 Jul 2022 xiaoaoran/polarmix/core/modules/dynamic_sparseop.py 96ffab9eccde0686 unverified MIT (permissive)
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors 6 Jul 2022 zhanghuiyao/yolov7_mindspore/network/common.py c609b51715f9ac43 unverified MIT (permissive)
Prior-Guided One-shot Neural Architecture Search 27 Jun 2022 pprp/CVPR2022-NAS-competition-Track1-3th-solution/model.py 61ad37c40aee8672 unverified Apache-2.0 (permissive)
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks 2 Jun 2022 facebookresearch/depthshrinker/models/efficientnet_blocks.py 24400bc088ed228d ran · honoured contract fingerprinted licence not identified · pointer only
Automated Progressive Learning for Efficient Training of Vision Transformers 28 Mar 2022 changlin31/autoprog/prog/progressive.py 24400bc088ed228d ran · honoured contract fingerprinted Apache-2.0 (permissive)
Class-Incremental Learning for Action Recognition in Videos 25 Mar 2022 mit-han-lab/temporal-shift-module/archs/mobilenet_v2.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? 16 Mar 2022 RICE-EIC/Patch-Fool/models/patch_embed.py 24400bc088ed228d ran · honoured contract fingerprinted MIT (permissive)
ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking 3 Feb 2022 inspire-group/ObjectSeeker/yolor/utils/layers.py 5959383c642fb36b unverified MIT (permissive)
CoNeRF: Controllable Neural Radiance Fields 3 Dec 2021 kacperkan/conerf/conerf/image_utils.py 473d0abee51ef958 unverified Apache-2.0 (permissive)
PP-OCRv2: Bag of Tricks for Ultra Lightweight OCR System 7 Sep 2021 frotms/PaddleOCR2Pytorch/misc/pp_table_mobilenet_v3.py 890fb852f4b708f7 unverified Apache-2.0 (permissive)
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation 1 Jul 2021 nicklashansen/svea-vit/src/algorithms/layers/helpers.py 5b2c72c30130d62a ran MIT (permissive)
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning 16 Jun 2021 HayeonLee/HELP/ofa/utils/pytorch_modules.py addfbda3077115a3 unverified MIT (permissive)
MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations 14 May 2021 taoyang1122/MutualNet/models/slimmable_ops.py 3356d3566f053dcc ran · honoured contract fingerprinted MIT (permissive)
MLP-Mixer: An all-MLP Architecture for Vision 4 May 2021 MiuGod0126/Mlp-Mixer-Paddle/paddle/models/layers/helpers.py 24400bc088ed228d ran · honoured contract fingerprinted Apache-2.0 (permissive)
Dynamic Slimmable Network 24 Mar 2021 changlin31/DS-Net/dyn_slim/models/dyn_slim_net.py 5b2c72c30130d62a ran no licence file found · pointer only
AlphaNet: Improved Training of Supernets with Alpha-Divergence 16 Feb 2021 identical code first harvested elsewhere 3356d3566f053dcc ran · honoured contract fingerprinted licence of this copy not recorded
Any-Width Networks 6 Dec 2020 thanhmvu/awn/models/awn.py 31d2924ba1437fdf ran · honoured contract fingerprinted licence not identified · pointer only
Differential Viewpoints for Ground Terrain Material Recognition 22 Sep 2020 jiaxue1993/pytorch-material-classification/model/mobilenet_v2.py 63ec083689f80f47 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Towards Fast, Accurate and Stable 3D Dense Face Alignment 21 Sep 2020 cleardusk/3DDFA_V2/models/mobilenet_v3.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Stochastic-YOLO: Efficient Probabilistic Object Detection under Dataset Shifts 7 Sep 2020 tjiagom/stochastic-yolo/utils/layers.py 5959383c642fb36b unverified Apache-2.0 (permissive)
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework 25 Aug 2020 TAMU-VITA/AGD/AGD_SR/search/model_eval.py bd00f8f9e13c8cf3 unverified MIT (permissive)
Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution 31 Jul 2020 mit-han-lab/spvnas/core/modules/dynamic_sparseop.py 5353e04b2b5c5a26 unverified MIT (permissive)
TinyTL: Reduce Activations, Not Trainable Parameters for Efficient On-Device Learning 22 Jul 2020 mit-han-lab/tinyML/netaug/utils/misc.py e54f2057f08d98b0 unverified MIT (permissive)
Dynamic Group Convolution for Accelerating Convolutional Neural Networks 8 Jul 2020 zhuogege1943/dgc/models/densenet.py d1927cf5c00da925 unverified MIT (permissive)
GradAug: A New Regularization Method for Deep Neural Networks 14 Jun 2020 taoyang1122/GradAug/models/randwidth_ops.py 012a56f3a60ed47b ran fingerprinted MIT (permissive)
Ultra Fast Structure-aware Deep Lane Detection 24 Apr 2020 identical code first harvested elsewhere 5959383c642fb36b unverified licence of this copy not recorded
YOLOv4: Optimal Speed and Accuracy of Object Detection 23 Apr 2020 GuoQuanhao/YOLOv4-Paddle/utils/layers.py 5959383c642fb36b unverified MIT (permissive)
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models 24 Mar 2020 GAIA-vision/GAIA-cv/gaiavision/core/ops/dynamic_conv.py 119e2acf76cf0791 unverified Apache-2.0 (permissive)
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference 3 Jan 2020 mit-han-lab/haq-release/models/mobilenetv2.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
ZeroQ: A Novel Zero Shot Quantization Framework 1 Jan 2020 jakc4103/DFQ/modeling/classification/MobileNetV2.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Dynamic Convolution: Attention over Convolution Kernels 7 Dec 2019 TArdelean/DynamicConvolution/models/mobilenetv3.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Clotho: An Audio Captioning Dataset 21 Oct 2019 wsntxxn/AudioCaption/captioning/models/eff_at_encoder.py 9e10f323aeefe252 unverified MIT (permissive)
Global Sparse Momentum SGD for Pruning Very Deep Neural Networks 27 Sep 2019 ShawnDing1994/Centripetal-SGD/constants.py e122dab1d91b8c35 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Once-for-All: Train One Network and Specialize it for Efficient Deployment 26 Aug 2019 jordan-hs/rss-interference-cvprw2022/ofa/utils/pytorch_modules.py addfbda3077115a3 unverified MIT (permissive)
Once-for-All: Train One Network and Specialize it for Efficient Deployment 26 Aug 2019 mit-han-lab/once-for-all/ofa/utils/pytorch_modules.py f53d5967171577a0 unverified MIT (permissive)
Searching for MobileNetV3 6 May 2019 chris-boson/fashion_mnist/trainer/models/mobilenetv3.py 63ec083689f80f47 ran · honoured contract fingerprinted no licence file found · pointer only
Single Path One-Shot Neural Architecture Search with Uniform Sampling 31 Mar 2019 CanyonWind/Single-Path-One-Shot-NAS-MXNet/oneshot_nas_blocks.py 9be8ab7ac48636e7 ran · honoured contract fingerprinted no licence file found · pointer only
Universally Slimmable Networks and Improved Training Techniques 12 Mar 2019 identical code first harvested elsewhere 3356d3566f053dcc ran · honoured contract fingerprinted licence of this copy not recorded
Slimmable Neural Networks 21 Dec 2018 JiahuiYu/slimmable_networks/models/slimmable_ops.py 3356d3566f053dcc ran · honoured contract fingerprinted licence not identified · pointer only
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware 2 Dec 2018 mit-han-lab/haq/models/mobilenetv2.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Parsing R-CNN for Instance-Level Human Analysis 30 Nov 2018 soeaver/RP-R-CNN/models/imagenet/utils.py 3592f11df8bd6c1d ran MIT (permissive)
TSM: Temporal Shift Module for Efficient Video Understanding 20 Nov 2018 sunutf/TSM/online_demo/mobilenet_v2_tsm.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training 18 Oct 2018 yzou2/CBST/issegm/evaluate.py 9c7f78e67562abce ran · honoured contract fingerprinted licence not identified · pointer only
YOLOv3: An Incremental Improvement 8 Apr 2018 Jiachenyin1/Yolov3-U-attention-permuting/utils/layers.py 5959383c642fb36b unverified GPL-3.0 (copyleft) · pointer only
YOLOv3: An Incremental Improvement 8 Apr 2018 Lornatang/PyTorch-yolov3/yolov3_pytorch/models/module.py 31b966658e6d86f4 unverified Apache-2.0 (permissive)
MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 identical code first harvested elsewhere 9be8ab7ac48636e7 ran · honoured contract fingerprinted licence of this copy not recorded
MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 eddiebarry/SingleShotDetector/model_utils.py 5fe5fba885840647 ran · honoured contract fingerprinted no licence file found · pointer only
Joint 2D-3D-Semantic Data for Indoor Scene Understanding 3 Feb 2017 jamycheung/trans4pass/adaptations/model/trans4passplus.py 5b2c72c30130d62a ran Apache-2.0 (permissive)
FaceNet: A Unified Embedding for Face Recognition and Clustering 12 Mar 2015 altndrr/persona/src/models/mobilenet.py 63ec083689f80f47 ran · honoured contract fingerprinted MIT (permissive)
arXiv:aaai_28322 tsj-001/AAAI24-GKT/gkt/model_bank/big_resnet_ddw.py 012a56f3a60ed47b ran fingerprinted MIT (permissive)
arXiv:Min_Vision-Language_Interactive_Relation_Mining_for_Open-Vocabulary_Scene_Graph_Generation_ICCV_2025_paper myukzzz/VL-IRM/maskrcnn_benchmark/layers/deform_pool.py 3592f11df8bd6c1d ran Apache-2.0 (permissive)
arXiv:Li_MBQ_Modality-Balanced_Quantization_for_Large_Vision-Language_Models_CVPR_2025_paper thu-nics/MBQ/qmllm/methods/mbq/quantize/qmodule.py ad85b288e9acb9c2 ran fingerprinted MIT (permissive)
arXiv:Guo_Improving_Robustness_of_Vision_Transformers_by_Reducing_Sensitivity_To_Patch_CVPR_2023_paper guoyongcs/RSPC/RSPC_FAN/models/fan.py 5b2c72c30130d62a 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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