Home › Code › build_optimizer

build_optimizer

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

build_optimizer appears in the code Syntology harvested for 83 papers, as 56 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 33 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_optimizer 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 16 of the 56 distinct code bodies named build_optimizer; 40 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
15ran
40unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 83 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

83 papers shown of 83, newest first; 83 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 5 papers added by Syntology; 11 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
Physics-Guided Synthetic High-Frequency Ultrasound Generation for Skin Layer Segmentation added by Syntology 2026-09 (from id) Finn-02/synthetic-hfus-skin-layer-segmentation/code/segablation/training.py a12dc86145fea5ac unverified no licence file found · pointer only
Precision Recall Controllable Radiology Report Generation via Hybrid Natural Language and Clinical Reward Learning added by Syntology 2026-06 (from id) 98lingchen/MICCAI2026/modules/optimizers.py 3d5d349dca69b884 ran no licence file found · pointer only
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging added by Syntology 2026-04 (from id) tianweiy/SeqMRI/activemri/baselines/non_rl.py bd3d70deee491106 unverified MIT (permissive)
Vision Transformer Finetuning Benefits from Non-Smooth Components added by Syntology 2026-02 (from id) ambroiseodt/vit-plasticity/src/vitef/optim.py 0c8eb7277387806b unverified MIT (permissive)
Cross-Layer Attentive Feature Upsampling for Low-latency Semantic Segmentation added by Syntology 2026-01 (from id) hustvl/simpleseg/simpleseg/optimizer.py be026112d2a4b55b 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/optimizer.py fcf2d41dd445a70b unverified MIT recorded; this copy not marked cleared · pointer only
Gramian Multimodal Representation Learning and Alignment 16 Dec 2024 ispamm/GRAM/utils/build_optimizer.py cc4ffe92873b4ee6 unverified MIT (permissive)
Bridging the Divide: Reconsidering Softmax and Linear Attention 9 Dec 2024 leaplabthu/inline/optimizer.py fcf2d41dd445a70b unverified no licence file found · pointer only
Expanding Sparse Tuning for Low Memory Usage 4 Nov 2024 ssfgunner/SNELL/lib/utils.py dae3c8f086c47ae7 unverified MIT (permissive)
Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion 19 Oct 2024 edwardchasel/spatial-mamba/classification/utils/optimizer.py 00fc7f0336e999a0 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/optimizer.py 9fe330952c4ee761 ran no licence file found · pointer only
Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation 9 Jul 2024 Graph-COM/Pair-Align/src/utils.py 2b9657e01a8cd076 ran MIT (permissive)
Global-Local Collaborative Inference with LLM for Lidar-Based Open-Vocabulary Detection 12 Jul 2024 GradiusTwinbee/GLIS/optimizer.py da4f8d084fea1b3e ran MIT (permissive)
DenoiseRep: Denoising Model for Representation Learning 13 Jun 2024 wangguanan/DenoiseRep/Classification/imagenet/Swin-Transformer/optimizer.py 9fe330952c4ee761 ran Apache-2.0 (permissive)
Learning Spatial Similarity Distribution for Few-shot Object Counting 20 May 2024 CBalance/SSD/optimizer.py e35a4b2e4114b1a5 ran 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/optimizer.py 705619bc4a3a35a8 ran no licence file found · pointer only
DGMamba: Domain Generalization via Generalized State Space Model 11 Apr 2024 longshaocong/dgmamba/utils/optimizer.py a18d89a1835d386e ran no licence file found · pointer only
CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging 11 Mar 2024 ibrahimethemhamamci/ct2rep/CT2Rep/modules/optimizers.py 13190f966b28dd15 ran no licence file found · pointer only
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures 4 Mar 2024 OpenGVLab/Vision-RWKV/classification_internimage/optimizer.py c345681a7f3952a1 ran Apache-2.0 (permissive)
Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping 21 Feb 2024 facebookresearch/searchformer/searchformer/transformer/optim.py e7297099a6671090 ran licence not identified · pointer only
Sketch and Refine: Towards Fast and Accurate Lane Detection 26 Jan 2024 passerer/SRLane/srlane/engine/optimizer.py a5f31abcde26e816 ran no licence file found · pointer only
Agent Attention: On the Integration of Softmax and Linear Attention 14 Dec 2023 leaplabthu/agent-attention/agent_transformer/optimizer.py fcf2d41dd445a70b unverified no licence file found · pointer only
Mono3DVG: 3D Visual Grounding in Monocular Images 13 Dec 2023 zhanyang-nwpu/mono3dvg/lib/helpers/optimizer_helper.py b00e6da27bd2446e ran no licence file found · pointer only
GIPCOL: Graph-Injected Soft Prompting for Compositional Zero-Shot Learning 9 Nov 2023 hlr/gipcol/Models/CoopModel/Optimizer/optimizer.py 6c217fe4e4e0585d unverified no licence file found · pointer only
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image Classification 8 Nov 2023 summitgao/ss-mae/utils/optimizer_step.py 31695defbde45622 ran no licence file found · pointer only
arXiv:2310.15165 2023-10 (from id) sarapieri/fed_het/utils/util.py e35a4b2e4114b1a5 ran no licence file found · pointer only
StarGAN-VC++: Towards Emotion Preserving Voice Conversion Using Deep Embeddings 14 Sep 2023 arnabdas8901/StarGAN-VC_PlusPlus/optimizers.py f5f1bd6b9f51a9f0 ran MIT (permissive)
Emo-StarGAN: A Semi-Supervised Any-to-Many Non-Parallel Emotion-Preserving Voice Conversion 14 Sep 2023 suhitaghosh10/emo-stargan/optimizers.py f5f1bd6b9f51a9f0 ran MIT (permissive)
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention 4 Sep 2023 leaplabthu/dat/optimizer.py fcf2d41dd445a70b unverified Apache-2.0 (permissive)
V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection 8 Aug 2023 yichaoshen-ms/v-detr/optimizer.py da4f8d084fea1b3e ran MIT (permissive)
Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action Recognition 13 Jul 2023 talalwasim/video-focalnets/optimizer.py e35a4b2e4114b1a5 ran no licence file found · pointer only
Global birdsong embeddings enable superior transfer learning for bioacoustic classification 12 Jul 2023 google-research/chirp/chirp/birb_sep_paper/model_utils.py 3640e50e988d5748 ran Apache-2.0 (permissive)
Large-scale Dataset Pruning with Dynamic Uncertainty 8 Jun 2023 baai-dcai/dataset-pruning/ImageNet/optimizer.py 22089fe7254c16b7 unverified MIT (permissive)
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 29 May 2023 TXH-mercury/VAST/utils/build_optimizer.py cc4ffe92873b4ee6 unverified MIT (permissive)
CREST: A Joint Framework for Rationalization and Counterfactual Text Generation 26 May 2023 deep-spin/crest/rationalizers/builders.py 0ccd640711c998a9 unverified MIT (permissive)
Document Understanding Dataset and Evaluation (DUDE) 15 May 2023 rubenpt91/MP-DocVQA-Framework/build_utils.py d7bf1e31e1918784 unverified MIT (permissive)
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer 24 Apr 2023 fistyee/MixPro/optimizer.py e35a4b2e4114b1a5 ran MIT (permissive)
Improving Transformer-based Image Matching by Cascaded Capturing Spatially Informative Keypoints 6 Mar 2023 ewrfcas/CasMTR/src/lightning/lightning_cascade_refine.py 7cdd521a480b4e75 unverified Apache-2.0 (permissive)
A Closer Look at Few-shot Classification Again 28 Jan 2023 Frankluox/Pytorch-MetaDataset/optimizer.py 42c6a0eb1009e616 unverified MIT (permissive)
StyleTTS-VC: One-Shot Voice Conversion by Knowledge Transfer from Style-Based TTS Models 29 Dec 2022 yl4579/StyleTTS-VC/optimizers.py f5f1bd6b9f51a9f0 ran MIT (permissive)
Fine-tuned CLIP Models are Efficient Video Learners 6 Dec 2022 muzairkhattak/vifi-clip/utils/optimizer.py c5c15e35688f86b3 unverified MIT (permissive)
On the Robustness of Graph Neural Diffusion to Topology Perturbations 16 Sep 2022 zknus/robustness-of-graph-neural-diffusion/config.py 1f8e2ba740e58f14 unverified MIT (permissive)
Leveraging Language Foundation Models for Human Mobility Forecasting 11 Sep 2022 cruiseresearchgroup/AuxMobLCast/finetune.py aa58fde720f7b1a7 ran · our draft was wrong no licence file found · pointer only
Revisiting the Critical Factors of Augmentation-Invariant Representation Learning 30 Jul 2022 megvii-research/revisitairl/linear_eval.py e0c91cd1160e94e2 unverified Apache-2.0 (permissive)
DID-M3D: Decoupling Instance Depth for Monocular 3D Object Detection 18 Jul 2022 spengliang/did-m3d/lib/helpers/optimizer_helper.py d7531c865af9dac9 unverified MIT (permissive)
StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis 30 May 2022 yl4579/StyleTTS/optimizers.py f5f1bd6b9f51a9f0 ran MIT (permissive)
A Token-level Contrastive Framework for Sign Language Translation 11 Apr 2022 biaofuxmu/conslt/signjoey/builders.py fc3b271cea036d19 unverified MIT (permissive)
Equivariance Discovery by Learned Parameter-Sharing 7 Apr 2022 raymondyeh07/equivariance_discovery/struct_discovery/solver/build.py 5fcd7bebf475984d unverified MIT (permissive)
CLRNet: Cross Layer Refinement Network for Lane Detection 19 Mar 2022 Turoad/CLRNet/clrnet/engine/optimizer.py 0fa4d6f8d2df4131 unverified Apache-2.0 (permissive)
STPLS3D: A Large-Scale Synthetic and Real Aerial Photogrammetry 3D Point Cloud Dataset 17 Mar 2022 thangvubk/softgroup/softgroup/util/optim.py a01e168adfa38845 unverified MIT (permissive)
UNeXt: MLP-based Rapid Medical Image Segmentation Network 9 Mar 2022 jeya-maria-jose/Medical-Transformer/lib/build_optimizer.py 57c57f81551ed227 unverified MIT (permissive)
MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 5 Mar 2022 dqshuai/metaformer/optimizer.py afd8b4308fca3c67 unverified MIT (permissive)
Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs 14 Feb 2022 jegzheng/ms-mlp/optimizer.py e35a4b2e4114b1a5 ran MIT (permissive)
HCSC: Hierarchical Contrastive Selective Coding 1 Feb 2022 hirl-team/hcsc/pretrain.py 65e7ca9c4ca143e3 unverified MIT (permissive)
Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation 17 Dec 2021 facebookresearch/otter/optim/optim_factory.py c1d6a1762ac426cb unverified MIT recorded; this copy not marked cleared · pointer only
SPECTRA: Sparse Structured Text Rationalization 9 Sep 2021 deep-spin/spectra-rationalization/rationalizers/builders.py 0ccd640711c998a9 unverified MIT (permissive)
Geometry Uncertainty Projection Network for Monocular 3D Object Detection 29 Jul 2021 supermhp/gupnet/code/lib/helpers/optimizer_helper.py d7531c865af9dac9 unverified MIT (permissive)
StarGANv2-VC: A Diverse, Unsupervised, Non-parallel Framework for Natural-Sounding Voice Conversion 21 Jul 2021 yl4579/StarGANv2-VC/optimizers.py f5f1bd6b9f51a9f0 ran MIT (permissive)
AS-MLP: An Axial Shifted MLP Architecture for Vision 18 Jul 2021 svip-lab/AS-MLP/optimizer.py e35a4b2e4114b1a5 ran MIT (permissive)
On the Connection between Local Attention and Dynamic Depth-wise Convolution 8 Jun 2021 Atten4Vis/DemystifyLocalViT/optimizer.py e35a4b2e4114b1a5 ran MIT (permissive)
Efficient Training of Visual Transformers with Small Datasets 7 Jun 2021 yhlleo/VTs-Drloc/optimizer.py e35a4b2e4114b1a5 ran MIT recorded; this copy not marked cleared · pointer only
Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer 7 Jun 2021 mulinmeng/Shuffle-Transformer/optimizer.py e35a4b2e4114b1a5 ran MIT (permissive)
CvT: Introducing Convolutions to Vision Transformers 29 Mar 2021 microsoft/CvT/lib/optim/build.py cafe3a0bb0d90db6 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 canerozer/qct/optimizer.py 21d4f37c138217a0 unverified MIT recorded; this copy not marked cleared · pointer only
"LazImpa": Lazy and Impatient neural agents learn to communicate efficiently 5 Oct 2020 MathieuRita/Lazimpa/egg/core/util.py e2719e4662b94c84 unverified MIT (permissive)
Smooth Adversarial Training 25 Jun 2020 cihangxie/SmoothAdversarialTraining/EfficientNet/utils.py 8b0555eb0514ca06 unverified MIT (permissive)
Sign Language Transformers: Joint End-to-end Sign Language Recognition and Translation 30 Mar 2020 neccam/slt/signjoey/builders.py 31c62f8ab3831b97 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 e70402c63e9d009c unverified MIT (permissive)
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation 17 Mar 2020 csrhddlam/axial-deeplab/lib/build_optimizer.py 57c57f81551ed227 unverified Apache-2.0 (permissive)
Self-training with Noisy Student improves ImageNet classification 11 Nov 2019 google-research/noisystudent/utils.py 7b88b9f2e3c23c21 unverified Apache-2.0 (permissive)
UER: An Open-Source Toolkit for Pre-training Models 12 Sep 2019 dbiir/UER-py/finetune/run_classifier.py dd2ba5ec9fc9d040 unverified Apache-2.0 (permissive)
AutoAugment: Learning Augmentation Policies from Data 24 May 2018 2han9x1a0release/RLCC/openunreid/core/solvers/optim.py d7b9dce3fe1c3682 unverified MIT (permissive)
HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent 28 Jun 2011 lifeomic/sparkflow/sparkflow/tensorflow_async.py 65ad80c13f16808e unverified MIT (permissive)
arXiv:ijcai2025_0271 ZheminZhang1/HcNet/HcNet/optimizer.py 9fe330952c4ee761 ran MIT (permissive)
arXiv:ijcai2023_0504 Markin-Wang/CLEViT/optimizer.py 1b35270a6be791d4 unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:aaai_29433 crystal250/GSENet/clrnet/engine/optimizer.py 0fa4d6f8d2df4131 unverified Apache-2.0 (permissive)
arXiv:aaai_28245 shannanyinxiang/ViTEraser/optim/optimizer/viteraser.py dd0539f2c2889de0 unverified MIT (permissive)
arXiv:Zhang_MonoDETR_Depth-guided_Transformer_for_Monocular_3D_Object_Detection_ICCV_2023_paper ZrrSkywalker/MonoDETR/lib/helpers/optimizer_helper.py b00e6da27bd2446e ran MIT (permissive)
arXiv:Xie_PVMamba_Parallelizing_Vision_Mamba_via_Dynamic_State_Aggregation_ICCV_2025_paper VISION-SJTU/PVMamba/classification/utils/optimizer.py 00fc7f0336e999a0 unverified Apache-2.0 (permissive)
arXiv:Gao_Bootstrapping_SparseFormers_from_Vision_Foundation_Models_CVPR_2024_paper showlab/sparseformer/imagenet/optimizer.py 8e71f64412c4f10d unverified MIT (permissive)
arXiv:2024.findings-acl.307 wj210/NLI_ETP/train_nli.py 578e30ec676dea90 unverified MIT (permissive)
arXiv:2021.acl-long.459 cuhksz-nlp/R2GenCMN/modules/optimizers.py 3d5d349dca69b884 ran Apache-2.0 (permissive)
arXiv:00666 lliai/AttnZero/imagenet/optimizer.py fcf2d41dd445a70b 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections