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cosine_scheduler

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

cosine_scheduler appears in the code Syntology harvested for 74 papers, as 15 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 43 of the papers; 1 of the code bodies carries 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 cosine_scheduler 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 9 of the 15 distinct code bodies named cosine_scheduler; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract

0ran · violated contract

0ran · our draft was wrong

0ran · fixture could not drive it

7ran

6unverified

1fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 74 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

74 papers shown of 74, newest first; 74 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; 8 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
CM3AE: A Unified RGB Frame and Event-Voxel/-Frame Pre-training Framework	17 Apr 2025	event-ahu/cm3ae/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Make Your Training Flexible: Towards Deployment-Efficient Video Models	18 Mar 2025	OpenGVLab/FluxViT/single_modality/utils.py `3f8a3473642aa49d`	unverified	MIT (permissive)
Understanding Bias in Large-Scale Visual Datasets	2 Dec 2024	boyazeng/understand_bias/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors	13 Oct 2024	luffy03/large-scale-medical/VoComni/models/MiT_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals	27 Aug 2024	935963004/neurolm/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile Applications	7 Aug 2024	tianfang-zhang/cas-vit/classification/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual Features	3 Jul 2024	sthalles/MaSSL/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	no licence file found · pointer only
DataDream: Few-shot Guided Dataset Generation	15 Jul 2024	explainableml/datadream/classify/utils.py `ce0623da3f4979ea`	ran	no licence file found · pointer only
Revealing the Dark Secrets of Extremely Large Kernel ConvNets on Robustness	12 Jul 2024	lauch1ng/lkrobust/adversarial_attack/convnext_utils.py `b700fb0a3496b255`	unverified	Apache-2.0 (permissive)
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection	11 Jun 2024	hyao1/glad/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Weakly Supervised Set-Consistency Learning Improves Morphological Profiling of Single-Cell Images	8 Jun 2024	Genentech/set-dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
Automatic Jailbreaking of the Text-to-Image Generative AI Systems	26 May 2024	Kim-Minseon/APGP/dino_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	no licence file found · pointer only
Sparse-Tuning: Adapting Vision Transformers with Efficient Fine-tuning and Inference	23 May 2024	liuting20/sparse-tuning/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning	6 May 2024	chongqingnosubway/selfreg-unet/src/train_synase/trainer_unet.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
RankCLIP: Ranking-Consistent Language-Image Pretraining	15 Apr 2024	jam1ezhang/rankclip/rankclip/scheduler.py `46183da5ef12e371`	ran	no licence file found · pointer only
Adapting LLaMA Decoder to Vision Transformer	10 Apr 2024	techmonsterwang/illama/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
Boosting Unsupervised Segmentation Learning	4 Apr 2024	alperensari/segmentation-tricks/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	no licence file found · pointer only
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions	29 Mar 2024	Alvin-Zeng/temporal-robustness-benchmark/extract_corrupted_feature_code/videomae_v2/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
Siamese Vision Transformers are Scalable Audio-visual Learners	28 Mar 2024	genjib/avsiam/src/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers	12 Mar 2024	shahaf-arica/CuVLER/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation	3 Mar 2024	MICV-yonsei/EAGLE/src_EAGLE/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning	22 Feb 2024	johnathan-xie/sma/src/transformers/models/sma/modeling_sma.py `1e4b7ef652519a56`	ran	Apache-2.0 (permissive)
Memorization in Self-Supervised Learning Improves Downstream Generalization	19 Jan 2024	sprintml/memorizationssl/models/DINO/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Harnessing Diffusion Models for Visual Perception with Meta Prompts	22 Dec 2023	fudan-zvg/meta-prompts/depth/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
SA$^2$VP: Spatially Aligned-and-Adapted Visual Prompt	16 Dec 2023	tommy-xq/sa2vp/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
Text-Driven Image Editing via Learnable Regions	28 Nov 2023	yuanze-lin/Learnable_Regions/models/dino_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
A Coefficient Makes SVRG Effective	9 Nov 2023	davidyyd/alpha-SVRG/utils.py `b700fb0a3496b255`	unverified	no licence file found · pointer only
SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation	27 Oct 2023	mc-lan/smooseg/models/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	no licence file found · pointer only
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions	23 Oct 2023	noahzn/Lite-Mono/lite-mono-pretrain-code/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
Learning with Unmasked Tokens Drives Stronger Vision Learners	20 Oct 2023	naver-ai/lut/util/augs.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	no licence file found · pointer only
Better Safe than Sorry: Pre-training CLIP against Targeted Data Poisoning and Backdoor Attacks	5 Oct 2023	bigml-cs-ucla/safeclip/SafeCLIP/src/scheduler.py `757591aac112e98e`	ran	no licence file found · pointer only
Self-supervised Learning of Contextualized Local Visual Embeddings	1 Oct 2023	sthalles/clove/output/clove_base_r50_400ep/main_pretrain.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Convolutional Networks with Oriented 1D Kernels	27 Sep 2023	princeton-vl/oriented1d/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
SCOB: Universal Text Understanding via Character-wise Supervised Contrastive Learning with Online Text Rendering for Bridging Domain Gap	21 Sep 2023	naver-ai/scob/lightning_modules/schedulers.py `2442efb1e983e040`	ran	licence not identified · pointer only
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning	11 Sep 2023	zhu-xlab/dino-mm/models/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations	22 Aug 2023	SMSD75/Timetuning/time_tuning.py `c9ae5a71b1d0c65b`	ran · honoured contract	licence not identified · pointer only
Unsupervised Domain Adaptive Detection with Network Stability Analysis	16 Aug 2023	tiankongzhang/nsa/dis_test-nsa.py `772973990857342d`	unverified	no licence file found · pointer only
CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology Preservation	14 Aug 2023	kevinlight831/ctp/utils.py `f7ce70abc24e5b7a`	ran	MIT (permissive)
Prune Spatio-temporal Tokens by Semantic-aware Temporal Accumulation	8 Aug 2023	mark12ding/sta/utils.py `b700fb0a3496b255`	unverified	BSD-2-Clause (permissive)
A Multidimensional Analysis of Social Biases in Vision Transformers	3 Aug 2023	jannik-brinkmann/social-biases-in-vision-transformers/src/embedding_extractors/models/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Gloss-free Sign Language Translation: Improving from Visual-Language Pretraining	27 Jul 2023	zhoubenjia/gfslt-vlp/utils.py `04805aa3e54efe47`	ran	MIT (permissive)
Annealing Self-Distillation Rectification Improves Adversarial Training	20 May 2023	identical code first harvested elsewhere `361a6b24f11fc50a`	ran · honoured contract fingerprinted	licence of this copy not recorded
Syllable Discovery and Cross-Lingual Generalization in a Visually Grounded, Self-Supervised Speech Model	19 May 2023	jasonppy/syllable-discovery/models/vit_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	BSD-3-Clause (permissive)
Hyperbolic Image-Text Representations	18 Apr 2023	facebookresearch/slip/beit_finetuning/utils.py `b700fb0a3496b255`	unverified	MIT recorded; this copy not marked cleared · pointer only
SMPConv: Self-moving Point Representations for Continuous Convolution	5 Apr 2023	sangnekim/SMPConv/smp_imagenet/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
De-coupling and De-positioning Dense Self-supervised Learning	29 Mar 2023	ztt1024/densessl/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning	23 Mar 2023	stegmuel/CrOC/utils/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation	16 Mar 2023	huitangtang/on_the_utility_of_synthetic_data/supervised_learning/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Unleashing Text-to-Image Diffusion Models for Visual Perception	3 Mar 2023	wl-zhao/VPD/depth/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
CEDNet: A Cascade Encoder-Decoder Network for Dense Prediction	13 Feb 2023	zhanggang001/cfnet/utils.py `b700fb0a3496b255`	unverified	MIT recorded; this copy not marked cleared · pointer only
Demystify Transformers & Convolutions in Modern Image Deep Networks	10 Nov 2022	opengvlab/stm-evaluation/classification/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
Self-Supervised Learning via Maximum Entropy Coding	20 Oct 2022	xinliu20/mec/main_pretrain.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation	19 Sep 2022	ponimatkin/ssl-vos/dino_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Exploring Target Representations for Masked Autoencoders	8 Sep 2022	liuxingbin/dbot/evaluation/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
Self-Supervised Vision Transformers for Malware Detection	15 Aug 2022	sachith500/sherlock/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
Masked Unsupervised Self-training for Label-free Image Classification	7 Jun 2022	salesforce/must/utils.py `b700fb0a3496b255`	unverified	BSD-3-Clause (permissive)
Mugs: A Multi-Granular Self-Supervised Learning Framework	27 Mar 2022	sail-sg/mugs/src/optimizer.py `990ca4fb0109bfab`	unverified	Apache-2.0 (permissive)
Unsupervised Semantic Segmentation by Distilling Feature Correspondences	16 Mar 2022	leggedrobotics/self_supervised_segmentation/stego/backbones/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Word Segmentation on Discovered Phone Units with Dynamic Programming and Self-Supervised Scoring	24 Feb 2022	jasonppy/word-discovery/models/vit_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	BSD-3-Clause (permissive)
Self-Distilled Self-Supervised Representation Learning	25 Nov 2021	hagiss/sdssl/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Self-Supervised Learning by Estimating Twin Class Distributions	14 Oct 2021	bytedance/TWIST/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
PASS: An ImageNet replacement for self-supervised pretraining without humans	27 Sep 2021	facebookresearch/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
XCiT: Cross-Covariance Image Transformers	17 Jun 2021	adrienangeli/dino/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
AlignMixup: Improving Representations By Interpolating Aligned Features	29 Mar 2021	shashankvkt/alignmixup_cvpr22/imagenet/utils/util.py `757642f60b4ddb4a`	unverified	MIT (permissive)
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere	20 May 2020	pangzss/pytorch-ctvsum/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
Searching for MobileNetV3	6 May 2019	xiaolai-sqlai/mobilenetv3/utils.py `b700fb0a3496b255`	unverified	MIT recorded; this copy not marked cleared · pointer only
arXiv:ijcai2023_0111		xiaolai-sqlai/RaMLP/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
arXiv:aaai_28243		tommy-xq/SA2VP/utils.py `b700fb0a3496b255`	unverified	MIT (permissive)
arXiv:aaai_25332		Kaiseem/SLAug/util/misc.py `d8a51fe6f43595fb`	unverified	Apache-2.0 (permissive)
arXiv:Zhou_Towards_Effective_Foundation_Model_Adaptation_for_Extreme_Cross-Domain_Few-Shot_Learning_ICCV_2025_paper		NWPUZhoufei/FMA/dino_utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
arXiv:Sun_Pixel-level_Semantic_Correspondence_through_Layout-aware_Representation_Learning_and_Multi-scale_Matching_CVPR_2024_paper		YXSUNMADMAX/LPMFlow/models/feature_backbones/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
arXiv:136860514		facebookresearch/SLIP/beit_finetuning/utils.py `b700fb0a3496b255`	unverified	MIT recorded; this copy not marked cleared · pointer only
arXiv:136810551		YtongXie/UniMiSS-code/UniMiSS/utils.py `361a6b24f11fc50a`	ran · honoured contract fingerprinted	MIT (permissive)
arXiv:136810051		raoyongming/AMixer/utils.py `b700fb0a3496b255`	unverified	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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