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build_scheduler

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

build_scheduler appears in the code Syntology harvested for 56 papers, as 23 distinct code bodies found in 57 places (a place is one code body under one paper). At least one of them ran in 7 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 build_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 4 of the 23 distinct code bodies named build_scheduler; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
4ran
19unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 57 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

56 papers shown of 56, newest first; 57 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; 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.

PaperDateFileStatus SyntologyLicence
Different Changes Require Different Reasoning: Change-Type-Specialized Experts for Robust Change Captioning added by Syntology 2026-09 (from id) VisualAIKHU/MEDIC/scheduler.py aedf0ba4240f8f0a unverified no licence file found · pointer only
SeqPE: Transformer with Sequential Position Encoding 16 Jun 2025 ghrua/seqpe/image_seqpe/lr_scheduler.py c02cc4e0b5720211 unverified no licence file found · pointer only
SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging 10 Jun 2025 nhatthanhtran/SEMA/lr_scheduler.py 07e8b4b487c0abb6 unverified MIT recorded; this copy not marked cleared · pointer only
Bridging the Divide: Reconsidering Softmax and Linear Attention 9 Dec 2024 leaplabthu/inline/lr_scheduler.py 07e8b4b487c0abb6 unverified no licence file found · pointer only
LinVT: Empower Your Image-level Large Language Model to Understand Videos 6 Dec 2024 gls0425/linvt/classification/lr_scheduler.py 8c4fa54e6e3b7fb7 unverified no licence file found · pointer only
Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion 19 Oct 2024 edwardchasel/spatial-mamba/classification/utils/lr_scheduler.py 0fbdf3257aea9bcc unverified Apache-2.0 (permissive)
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets 28 Jul 2024 ztx-100/efficient_vit_with_dw/lr_scheduler.py 0fbdf3257aea9bcc unverified no licence file found · pointer only
xLSTMTime : Long-term Time Series Forecasting With xLSTM 14 Jul 2024 muslehal/xLSTMTime/lr_scheduler.py 0fbdf3257aea9bcc unverified MIT (permissive)
DiGRAF: Diffeomorphic Graph-Adaptive Activation Function 2 Jul 2024 ipsitmantri/DiTASK/lr_scheduler.py eca7452105889f50 unverified MIT (permissive)
DenoiseRep: Denoising Model for Representation Learning 13 Jun 2024 wangguanan/DenoiseRep/Classification/imagenet/Swin-Transformer/lr_scheduler.py 016895042cc7e7ef ran Apache-2.0 (permissive)
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost 26 May 2024 biclab/t-revsnn/lr_scheduler.py c9aba121df4c6d52 ran no licence file found · pointer only
Learning Spatial Similarity Distribution for Few-shot Object Counting 20 May 2024 CBalance/SSD/lr_scheduler.py c02cc4e0b5720211 unverified no licence file found · pointer only
SLAB: Efficient Transformers with Simplified Linear Attention and Progressive Re-parameterized Batch Normalization 19 May 2024 xinghaochen/slab/classification/lr_scheduler.py 07e8b4b487c0abb6 unverified no licence file found · pointer only
Fast and Controllable Post-training Sparsity: Learning Optimal Sparsity Allocation with Global Constraint in Minutes 9 May 2024 ModelTC/FCPTS/train/lr_scheduler.py 07e8b4b487c0abb6 unverified no licence file found · pointer only
DGMamba: Domain Generalization via Generalized State Space Model 11 Apr 2024 longshaocong/dgmamba/utils/lr_scheduler.py 016895042cc7e7ef ran no licence file found · pointer only
DPFT: Dual Perspective Fusion Transformer for Camera-Radar-based Object Detection 3 Apr 2024 tumftm/dpft/src/dprt/training/scheduler.py a9aeaa8ba5cade44 ran Apache-2.0 (permissive)
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning 29 Mar 2024 scale-lab/mtlora/lr_scheduler.py 016895042cc7e7ef ran MIT (permissive)
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures 4 Mar 2024 OpenGVLab/Vision-RWKV/classification_internimage/lr_scheduler.py 07e8b4b487c0abb6 unverified Apache-2.0 (permissive)
Sketch and Refine: Towards Fast and Accurate Lane Detection 26 Jan 2024 passerer/SRLane/srlane/engine/scheduler.py 8e2e236b88d7654e ran no licence file found · pointer only
Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications 11 Jan 2024 opengvlab/dcnv4/classification/lr_scheduler.py 07e8b4b487c0abb6 unverified MIT (permissive)
Agent Attention: On the Integration of Softmax and Linear Attention 14 Dec 2023 leaplabthu/agent-attention/agent_transformer/lr_scheduler.py 07e8b4b487c0abb6 unverified no licence file found · pointer only
FLORA: Fine-grained Low-Rank Architecture Search for Vision Transformer 7 Nov 2023 shadowpa0327/flora/lr_scheduler.py 07e8b4b487c0abb6 unverified MIT (permissive)
Mini but Mighty: Finetuning ViTs with Mini Adapters 7 Nov 2023 iemprog/mimi/lr_scheduler.py c02cc4e0b5720211 unverified no licence file found · pointer only
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention 4 Sep 2023 leaplabthu/dat/lr_scheduler.py 07e8b4b487c0abb6 unverified Apache-2.0 (permissive)
Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action Recognition 13 Jul 2023 talalwasim/video-focalnets/lr_scheduler.py 07e8b4b487c0abb6 unverified no licence file found · pointer only
Large-scale Dataset Pruning with Dynamic Uncertainty 8 Jun 2023 baai-dcai/dataset-pruning/ImageNet/lr_scheduler.py 7474e608a870c61a unverified MIT (permissive)
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer 24 Apr 2023 fistyee/MixPro/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
A Closer Look at Few-shot Classification Again 28 Jan 2023 Frankluox/Pytorch-MetaDataset/optimizer.py febad46f3a8e0329 unverified MIT (permissive)
Exploring Discrete Diffusion Models for Image Captioning 21 Nov 2022 buxiangzhiren/ddcap/lr_scheduler.py 5e666c43b8dba5d1 unverified MIT (permissive)
Refine and Represent: Region-to-Object Representation Learning 25 Aug 2022 kkallidromitis/r2o/utils/scheduler.py a3c80de3948a6533 unverified MIT (permissive)
To update or not to update? Neurons at equilibrium in deep models 19 Jul 2022 eidoslab/neq/src/Swin-Transformer/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Contrastive Learning Rivals Masked Image Modeling in Fine-tuning via Feature Distillation 27 May 2022 SwinTransformer/Feature-Distillation/lr_scheduler.py 3426eb5107695fae unverified MIT recorded; this copy not marked cleared · pointer only
Fast Vision Transformers with HiLo Attention 26 May 2022 zhuang-group/lit/classification/code_for_lit_s_m_b/lr_scheduler.py c02cc4e0b5720211 unverified Apache-2.0 (permissive)
A Token-level Contrastive Framework for Sign Language Translation 11 Apr 2022 biaofuxmu/conslt/signjoey/builders.py ba6e0870421f0eea unverified MIT (permissive)
CLRNet: Cross Layer Refinement Network for Lane Detection 19 Mar 2022 Turoad/CLRNet/clrnet/engine/scheduler.py ee30b884663f26dc unverified Apache-2.0 (permissive)
MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 5 Mar 2022 dqshuai/metaformer/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs 14 Feb 2022 jegzheng/ms-mlp/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Learning Kernel-Smoothed Machine Translation with Retrieved Examples 21 Sep 2021 jiangqn/kster/joeynmt/builders.py ecf1add161d46a9b unverified Apache-2.0 (permissive)
Elaborative Rehearsal for Zero-shot Action Recognition 5 Aug 2021 DeLightCMU/ElaborativeRehearsal/framework/lr_helper.py 75baaf5e487ddd3b unverified MIT (permissive)
AS-MLP: An Axial Shifted MLP Architecture for Vision 18 Jul 2021 svip-lab/AS-MLP/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Revisiting the Weaknesses of Reinforcement Learning for Neural Machine Translation 16 Jun 2021 samuki/reinforce-joey/joeynmt/builders.py e0cdbcc27a1c011a unverified Apache-2.0 (permissive)
On the Connection between Local Attention and Dynamic Depth-wise Convolution 8 Jun 2021 Atten4Vis/DemystifyLocalViT/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Efficient Training of Visual Transformers with Small Datasets 7 Jun 2021 yhlleo/VTs-Drloc/lr_scheduler.py c02cc4e0b5720211 unverified MIT recorded; this copy not marked cleared · pointer only
Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer 7 Jun 2021 mulinmeng/Shuffle-Transformer/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 canerozer/qct/lr_scheduler.py 07e8b4b487c0abb6 unverified MIT recorded; this copy not marked cleared · pointer only
Sign Language Transformers: Joint End-to-end Sign Language Recognition and Translation 30 Mar 2020 neccam/slt/signjoey/builders.py ba6e0870421f0eea unverified Apache-2.0 (permissive)
Fast-MVSNet: Sparse-to-Dense Multi-View Stereo With Learned Propagation and Gauss-Newton Refinement 29 Mar 2020 svip-lab/FastMVSNet/fastmvsnet/solver.py cd22297339772e3e unverified MIT (permissive)
Joey NMT: A Minimalist NMT Toolkit for Novices 29 Jul 2019 jarl93/joeynmt-modified/joeynmt/builders.py e0cdbcc27a1c011a unverified MIT (permissive)
Joey NMT: A Minimalist NMT Toolkit for Novices 29 Jul 2019 deep-spin/sigmorphon-seq2seq/joeynmt/builders.py c7677be26fa62d12 unverified MIT (permissive)
arXiv:ijcai2025_0271 ZheminZhang1/HcNet/HcNet/lr_scheduler.py 4293bc728e424324 unverified MIT (permissive)
arXiv:ijcai2023_0504 Markin-Wang/CLEViT/lr_scheduler.py 016895042cc7e7ef ran MIT (permissive)
arXiv:aaai_29433 crystal250/GSENet/clrnet/engine/scheduler.py ee30b884663f26dc unverified Apache-2.0 (permissive)
arXiv:aaai_20099 zip-group/LIT/classification/code_for_lit_s_m_b/lr_scheduler.py c02cc4e0b5720211 unverified Apache-2.0 (permissive)
arXiv:Xie_PVMamba_Parallelizing_Vision_Mamba_via_Dynamic_State_Aggregation_ICCV_2025_paper VISION-SJTU/PVMamba/classification/utils/lr_scheduler.py 0fbdf3257aea9bcc unverified Apache-2.0 (permissive)
arXiv:Ren_Masked_Jigsaw_Puzzle_A_Versatile_Position_Embedding_for_Vision_Transformers_CVPR_2023_paper yhlleo/MJP/lr_scheduler.py c02cc4e0b5720211 unverified MIT (permissive)
arXiv:Gao_Bootstrapping_SparseFormers_from_Vision_Foundation_Models_CVPR_2024_paper showlab/sparseformer/imagenet/lr_scheduler.py 07e8b4b487c0abb6 unverified MIT (permissive)
arXiv:00666 lliai/AttnZero/imagenet/lr_scheduler.py 07e8b4b487c0abb6 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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