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count_params

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

count_params appears in the code Syntology harvested for 80 papers, as 38 distinct code bodies found in 82 places (a place is one code body under one paper). At least one of them ran in 55 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 count_params 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 19 of the 38 distinct code bodies named count_params; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

9ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
9ran
19unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 21 of the 82 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

80 papers shown of 80, newest first; 82 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 7 papers added by Syntology; 5 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
Differentiable Logic Gate Networks for Low-Latency EEG Classification on Edge Devices added by Syntology 2026-07 (from id) Shyamal-Dharia/eeg-difflogic/src/jetson_benchmarking.py 67b3a0d4f3dca37e ran no licence file found · pointer only
Cross-Modal Contrastive Learning of ECG and Angiography Representations for Severe Stenosis Classification added by Syntology 2026-06 (from id) NikolaCenic/ecg-stenosis-cls/finetune/engine_finetune.py 616b5e82dd2a38f9 ran · honoured contract no licence file found · pointer only
Cross-Modal Contrastive Learning of ECG and Angiography Representations for Severe Stenosis Classification added by Syntology 2026-06 (from id) NikolaCenic/ecg-stenosis-cls/stence/models.py 065a42c695a08705 ran no licence file found · pointer only
UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models added by Syntology 2026-04 (from id) Yovecent/UDM-GRPO/diffnext/diffnext/engine/engine_utils.py ae7924316a5ab602 unverified Apache-2.0 (permissive)
ResAdapt: Adaptive Resolution for Efficient Multimodal Reasoning added by Syntology 2026-03 (from id) Xnhyacinth/ResAdapt/resadapt/allocator/modeling_allocator_smol_v1.py 05123557cbed8a5d unverified no licence file found · pointer only
FI-KAN: Fractal Interpolation Kolmogorov-Arnold Networks added by Syntology 2026-03 (from id) ReFractals/fractal-interpolation-kan/training.py 10e22f8ecce269a0 unverified MIT (permissive)
Long-Term Probabilistic Forecast of Vegetation Conditions Using Climate Attributes in the Four Corners Region added by Syntology 2026-01 (from id) UncertaintyQuantification/forecast_ndvi/One_Year_Forecast/utilities3.py ff3cd8971ff1bc18 unverified no licence file found · pointer only
Context-aware Graph Causality Inference for Few-Shot Molecular Property Prediction added by Syntology 2026-01 (from id) NSLab-CUK/CaMol/exp_moleculeSTCT_p.py a2be2682c142677f unverified MIT (permissive)
U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV 15 Jul 2025 hbyecoding/u-rwkv/models/components/compnet1223_enc_rwkv.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change 25 May 2025 LIVIAETS/bah-dataset/fer_models/apvit.py cbc9832a7bd531c4 ran · honoured contract BSD-3-Clause (permissive)
Revisiting the Integration of Convolution and Attention for Vision Backbone 21 Nov 2024 rayleizhu/GLMix/benchmark.py 410bffb8a07b52e3 ran · honoured contract MIT (permissive)
PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices 5 Nov 2024 zhuhanqing/PACE-Light/core/utils.py 31041252fb1c3baa unverified no licence file found · pointer only
ThunderKittens: Simple, Fast, and Adorable AI Kernels 27 Oct 2024 HazyResearch/ThunderKittens/demos/llama/demo_llama_hf.py 54b2749eb0418240 unverified MIT (permissive)
A Numerical Study of Chaotic Dynamics of K-S Equation with FNOs 16 Oct 2024 skhetrapal/chaotic-pde-fno/FNO2d_module/trainer.py ff22c81e9f140b90 ran no licence file found · pointer only
Geometric Representation Condition Improves Equivariant Molecule Generation 4 Oct 2024 GraphPKU/GeoRCG/EDM_based/models_GeoRCG/rdm/util.py 613acd72145a95f2 ran · honoured contract no licence file found · pointer only
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning 26 Jun 2024 RomanBresson/KAGNN/node_classification_clean/time_model.py 703c85a1d692e5aa ran no licence file found · pointer only
Revisiting Non-Autoregressive Transformers for Efficient Image Synthesis 8 Jun 2024 leaplabthu/improvednat/taming/modules/util.py 5ef87f1a172f152b ran MIT (permissive)
What is Dataset Distillation Learning? 6 Jun 2024 princetonvisualai/What-is-Dataset-Distillation-Learning/model_utils.py 5d8e4eb7d28fab7a ran no licence file found · pointer only
Unisolver: PDE-Conditional Transformers Are Universal PDE Solvers 27 May 2024 thuml/Unisolver/1D_Time_Dependent_PDE/utilities3.py ff22c81e9f140b90 ran MIT (permissive)
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation 13 Apr 2024 MQinghe/MiDSS/code/networks/unet.py c9896e2a9e9768ef ran Apache-2.0 (permissive)
InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Models 10 Apr 2024 tencentarc/instantmesh/src/utils/train_util.py 613acd72145a95f2 ran · honoured contract Apache-2.0 (permissive)
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 28 Mar 2024 naver-ai/rdnet/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
Towards Few-Shot Adaptation of Foundation Models via Multitask Finetuning 22 Feb 2024 oliverxuzy/foudation-model_multitask/finetune.py 57935c9233ae310a ran · our draft was wrong no licence file found · pointer only
Progressive Gradient Flow for Robust N:M Sparsity Training in Transformers 7 Feb 2024 abhibambhaniya/progressive_gradient_flow_nm_sparsity/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
Multilinear Operator Networks 31 Jan 2024 Allencheng97/Multilinear_Operator_Networks/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models 17 Jan 2024 ailab-cvc/videocrafter/utils/utils.py 613acd72145a95f2 ran · honoured contract no licence file found · pointer only
Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining 16 Jan 2024 niejiahao1998/ifa/util/utils.py c9896e2a9e9768ef ran MIT (permissive)
Scaling Compute Is Not All You Need for Adversarial Robustness 20 Dec 2023 dedeswim/timm-adv-training/benchmark.py 410bffb8a07b52e3 ran · honoured contract no licence file found · pointer only
SPFNO: Spectral operator learning for PDEs with Dirichlet and Neumann boundary conditions 2023-12 (from id) liu-ziyuan-math/spfno/utilities.py b4e23e78cc05e320 ran no licence file found · pointer only
Better Neural PDE Solvers Through Data-Free Mesh Movers 9 Dec 2023 mm-pde/mm-pde/mesh/dmm_utils.py b4e23e78cc05e320 ran no licence file found · pointer only
STEP CATFormer: Spatial-Temporal Effective Body-Part Cross Attention Transformer for Skeleton-based Action Recognition 6 Dec 2023 maclong01/STEP-CATFormer/utils.py 616b5e82dd2a38f9 ran · honoured contract Apache-2.0 (permissive)
StyleCrafter: Enhancing Stylized Text-to-Video Generation with Style Adapter 1 Dec 2023 GongyeLiu/StyleCrafter/utils/utils.py 613acd72145a95f2 ran · honoured contract Apache-2.0 (permissive)
JetLOV: Enhancing Jet Tree Tagging through Neural Network Learning of Optimal LundNet Variables 24 Nov 2023 GiorgioCerro/jetlov/src/jetlov/util.py 898b1a99f58bd705 ran BSD-3-Clause (permissive)
Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models 23 Oct 2023 muhangtian/timediff/etdiff_train.py 616b5e82dd2a38f9 ran · honoured contract no licence file found · pointer only
Multi-Resolution Active Learning of Fourier Neural Operators 29 Sep 2023 shib0li/mra-fno/infras/fno_utilities.py ff3cd8971ff1bc18 unverified MIT (permissive)
Vision Transformers Need Registers 28 Sep 2023 borisdayma/clip-jax/clip_jax/utils.py 141f5bebbf4455dd unverified Apache-2.0 (permissive)
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Pairs 14 Aug 2023 wzhouxiff/restoreformerplusplus/RestoreFormer/modules/util.py 5ef87f1a172f152b ran Apache-2.0 (permissive)
Ghost Noise for Regularizing Deep Neural Networks 26 May 2023 epfml/ghost-noise/submodules/timm/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
Multiplication-Free Transformer Training via Piecewise Affine Operations 26 May 2023 epfml/piecewise-affine-multiplication/submodules/timm/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research 30 Mar 2023 gzhu06/cacophony/src/caco/load_model.py 935ad642c14e60f5 unverified MIT (permissive)
InceptionNeXt: When Inception Meets ConvNeXt 29 Mar 2023 sail-sg/inceptionnext/benchmark.py 410bffb8a07b52e3 ran · honoured contract Apache-2.0 (permissive)
Learning Neural Operators on Riemannian Manifolds 2023-02 (from id) gengxiangc/norm/Case1_DarcyFlow/utils.py ff22c81e9f140b90 ran MIT (permissive)
Guiding continuous operator learning through Physics-based boundary constraints 14 Dec 2022 amazon-science/boon/src/utils/utils.py ff3cd8971ff1bc18 unverified Apache-2.0 (permissive)
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network 24 Oct 2022 fenghetan9/cmu-net/src/utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning 6 Oct 2022 facebookresearch/canife/canife/canary_designer.py dba1320ceee3fa62 ran · honoured contract BSD-3-Clause (permissive)
NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation 19 Sep 2022 jeremiemelo/neurolight/core/utils.py ff3cd8971ff1bc18 unverified MIT (permissive)
Generative Action Description Prompts for Skeleton-based Action Recognition 10 Aug 2022 martinxm/lst/utils.py 616b5e82dd2a38f9 ran · honoured contract Apache-2.0 (permissive)
Fourier Neural Operator with Learned Deformations for PDEs on General Geometries 11 Jul 2022 neural-operator/geo-fno/elasticity/util_deeponet.py ff22c81e9f140b90 ran MIT (permissive)
Learning Gait Representation from Massive Unlabelled Walking Videos: A Benchmark 28 Jun 2022 shiqiyu/opengait/opengait/modeling/models/foundationgait.py 9870e65a651ce6ac ran · honoured contract no licence file found · pointer only
Enhancing CTR Prediction with Context-Aware Feature Representation Learning 19 Apr 2022 identical code first harvested elsewhere c7366824116a54de ran · honoured contract licence of this copy not recorded
UNeXt: MLP-based Rapid Medical Image Segmentation Network 9 Mar 2022 jeya-maria-jose/unext-pytorch/utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
Patches Are All You Need? 24 Jan 2022 tmp-iclr/convmixer/pytorch-image-models/benchmark.py 410bffb8a07b52e3 ran · honoured contract MIT (permissive)
Exploration into Translation-Equivariant Image Quantization 1 Dec 2021 wcshin-git/te-vqgan/taming/modules/util.py 5ef87f1a172f152b ran MIT (permissive)
The Implicit Values of A Good Hand Shake: Handheld Multi-Frame Neural Depth Refinement 26 Nov 2021 princeton-computational-imaging/hndr/utils/utils.py 550d8da50f1600e5 unverified MIT (permissive)
Attention-Free Keyword Spotting 14 Oct 2021 AI-Research-BD/Keyword-MLP/utils/misc.py 854b6b5cf6315fbc unverified MIT (permissive)
Evo-ViT: Slow-Fast Token Evolution for Dynamic Vision Transformer 3 Aug 2021 YifanXu74/Evo-ViT/benchmark.py 410bffb8a07b52e3 ran · honoured contract MIT (permissive)
Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix 10 Jun 2021 gdisag/gradient_disaggregation/fedavg_test.py 616b5e82dd2a38f9 ran · honoured contract no licence file found · pointer only
ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation 9 Jun 2021 LiheYoung/ST-PlusPlus/utils.py c9896e2a9e9768ef ran MIT (permissive)
Geometry-Free View Synthesis: Transformers and no 3D Priors 15 Apr 2021 CompVis/geometry-free-view-synthesis/geofree/modules/util.py 613acd72145a95f2 ran · honoured contract MIT (permissive)
Keyword Transformer: A Self-Attention Model for Keyword Spotting 1 Apr 2021 ID56/Torch-KWT/utils/misc.py 854b6b5cf6315fbc unverified MIT (permissive)
Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition 20 Oct 2020 tuanio/noisy-student-training-asr/training_student_ctc.py ab8ba068813fcec5 ran · honoured contract no licence file found · pointer only
Denoising Diffusion Probabilistic Models 19 Jun 2020 vainf/diff-pruning/ldm_exp/ldm/models/diffusion/ddpm.py 613acd72145a95f2 ran · honoured contract Apache-2.0 (permissive)
Span-based Localizing Network for Natural Language Video Localization 29 Apr 2020 IsaacChanghau/VSLNet/model/ops.py 4e202cca8e3ea3af unverified MIT (permissive)
Longformer: The Long-Document Transformer 10 Apr 2020 jaketae/pytorch-malware-detection/src/deep_malware_detection/utils.py 4f4f44d30b573fa8 unverified MIT (permissive)
FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning 7 Apr 2020 weichennone/FedMAX/medical_data/lib/utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
Class-dependent Compression of Deep Neural Networks 23 Sep 2019 rahimentezari/Sensys-ml2020/Decon_edit.py 7353badf6d3508bf unverified MIT (permissive)
Learning by Abstraction: The Neural State Machine 9 Jul 2019 abwilf/social-iq-2.0-challenge/baselines/chatgpt/alex_utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction 23 May 2019 codectr/RefineCTR/evaluation/mains/main_criteo_base.py c7366824116a54de ran · honoured contract no licence file found · pointer only
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search 21 May 2019 shirakawas/ASNG-NAS/classification/classification/cnn_model_micro.py 919ea41e2695072f unverified MIT (permissive)
HoloGAN: Unsupervised learning of 3D representations from natural images 2 Apr 2019 christopher-beckham/hologan-pytorch/tools.py a0d149612c3ce90f unverified BSD-3-Clause (permissive)
Glyce: Glyph-vectors for Chinese Character Representations 29 Jan 2019 ShannonAI/glyce/glyce/glyph_cnn_models/utils.py 483cee36456abbed unverified Apache-2.0 (permissive)
Deformable ConvNets v2: More Deformable, Better Results 27 Nov 2018 4uiiurz1/pytorch-deform-conv-v2/utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
UNet++: A Nested U-Net Architecture for Medical Image Segmentation 18 Jul 2018 4uiiurz1/pytorch-nested-unet/utils.py 616b5e82dd2a38f9 ran · honoured contract MIT (permissive)
UNet++: A Nested U-Net Architecture for Medical Image Segmentation 18 Jul 2018 ShawFromAttock/FYP-Medical-Image-Segmentation-using-Nested-UNet-Architecture/utils.py 9a69e7bedeb5fb62 unverified MIT (permissive)
The Natural Language Decathlon: Multitask Learning as Question Answering 20 Jun 2018 salesforce/decaNLP/util.py d7b2b4bb89a82c89 unverified BSD-3-Clause (permissive)
Malware Detection by Eating a Whole EXE 25 Oct 2017 jaketae/deep-malware-detection/src/deep_malware_detection/utils.py 4f4f44d30b573fa8 unverified MIT (permissive)
ACDC: A Structured Efficient Linear Layer 18 Nov 2015 gngdb/pytorch-acdc/linear_layer_approx.py 4ed80429e85bef65 ran · honoured contract MIT (permissive)
arXiv:ijcai2023_0106 kkahatapitiya/SWAT/benchmark.py 410bffb8a07b52e3 ran · honoured contract MIT (permissive)
arXiv:aaai_29913 clovaai/TVQ-VAE/image_generation_t/taming/modules/util.py 5ef87f1a172f152b ran Apache-2.0 (permissive)
arXiv:aaai_27766 7tl7qns7ch/IPOT/utils.py ff3cd8971ff1bc18 unverified MIT (permissive)
arXiv:aaai_21674 jsonW0/StrokeOrderEmbeddings/glyce/glyce/glyph_cnn_models/utils.py 483cee36456abbed unverified Apache-2.0 (permissive)
arXiv:Li_MAGE_MAsked_Generative_Encoder_To_Unify_Representation_Learning_and_Image_CVPR_2023_paper LTH14/mage/taming/modules/util.py 5ef87f1a172f152b 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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