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scale

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

scale appears in the code Syntology harvested for 38 papers, as 33 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 11 of the papers; 9 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 scale 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 11 of the 33 distinct code bodies named scale; 22 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
7ran
22unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 38 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

38 papers shown of 38, newest first; 38 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 6 papers added by Syntology. 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
PeakFocus: Bridging Peak Localization and Intensity Regression via a Unified Multi-Scale Framework for Electricity Load Forecasting added by Syntology 2026-05 (from id) erdogant/findpeaks/findpeaks/stats.py d187808ffd4fcfd3 ran fingerprinted licence not identified · pointer only
Frozen Brain MRI Foundation Model Representations Generalize Across Clinical Tasks added by Syntology 2026-04 (from id) mclwu22/BrainDINO/BrainDINO_seg/dinov3/layers/fp8_linear.py b9f8fac4155e5864 ran MIT (permissive)
Squeezing More from the Stream : Learning Representation Online for Streaming Reinforcement Learning added by Syntology 2026-02 (from id) chandar-lab/stream-rep-rl/algorithms/dqn-spr.py 7734e55467a4be79 unverified no licence file found · pointer only
FiLoRA: Focus-and-Ignore LoRA for Controllable Feature Reliance added by Syntology 2026-02 (from id) AndreyGuzhov/AudioCLIP/utils/transforms.py 290509a8b3db7e70 unverified MIT (permissive)
Latent Speech-Text Transformer added by Syntology 2025-10 (from id) facebookresearch/lst/lst/float8.py 2848341791f9a450 unverified licence not identified · pointer only
CHRONOGRAPH: A Real-World Graph-Based Multivariate Time Series Dataset added by Syntology 2025-09 (from id) bit-ml/ChronoGraph/code/metrics.py a5cf287f94ffc817 unverified Apache-2.0 (permissive)
FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis 2025-06 (from id) marigoldwu/pydgc/pydgc/models/magi.py 410bc97745f4b297 unverified MIT (permissive)
Reasoning to Learn from Latent Thoughts 24 Mar 2025 ryoungj/BoLT/lingua/float8.py 2848341791f9a450 unverified Apache-2.0 (permissive)
Byte Latent Transformer: Patches Scale Better Than Tokens 13 Dec 2024 facebookresearch/blt/bytelatent/float8.py 2848341791f9a450 unverified no licence file found · pointer only
Universal Inceptive GNNs by Eliminating the Smoothness-generalization Dilemma 13 Dec 2024 galogm/IGNN/benchmark/modules/mlp.py 3a5d6fc7958316f5 unverified MIT (permissive)
Memory Layers at Scale 12 Dec 2024 facebookresearch/memory/lingua/float8.py 2848341791f9a450 unverified no licence file found · pointer only
RouteFinder: Towards Foundation Models for Vehicle Routing Problems 21 Jun 2024 ai4co/routefinder/routefinder/baselines/utils.py b3503c9302c39ed0 ran MIT (permissive)
Regularised Canonical Correlation Analysis: graphical lasso, biplots and beyond 2024-03 (from id) w-l-w/regularisedcca/src/plotting/graph_viz.py f34b7bfb61637de4 ran fingerprinted MIT (permissive)
Divide and Conquer: Provably Unveiling the Pareto Front with Multi-Objective Reinforcement Learning 11 Feb 2024 wilrop/ipro/ipro/analysis/compute_metrics.py c2ac7d83c99ad669 ran fingerprinted no licence file found · pointer only
Counterfactual Concept Bottleneck Models 2 Feb 2024 gabriele-dominici/counterfactual-cbm/baycon/common/DataAnalyzer.py 2b68d4e9b71800ad ran fingerprinted no licence file found · pointer only
Fast Decision Boundary based Out-of-Distribution Detector 15 Dec 2023 litianliu/fDBD-OOD/run_imagenet_w_Scale.py b15c1c44fd55153c ran fingerprinted MIT (permissive)
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 30 Sep 2023 kai422/scale/openood/networks/scale_net.py 038b08510621e6a6 unverified MIT (permissive)
Homophily-enhanced Structure Learning for Graph Clustering 10 Aug 2023 galogm/hole/modules/encoder.py 3a5d6fc7958316f5 unverified MIT (permissive)
Estimating Generic 3D Room Structures from 2D Annotations 15 Jun 2023 google-research/cad-estate/src/cad_estate/transformations.py 57c009b467f56087 unverified Apache-2.0 (permissive)
E2E-LOAD: End-to-End Long-form Online Action Detection 13 Jun 2023 sqiangcao99/e2e-load/src/datasets/cv2_transform.py 00b15ee344db7014 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
TESS: Text-to-Text Self-Conditioned Simplex Diffusion 15 May 2023 lyh6560new/p3sum/simplex-diffusion-main/sdlm/utils.py efdc8e88d5f793a3 unverified MIT (permissive)
Fine-grained Audible Video Description 27 Mar 2023 OpenNLPLab/FAVDBench/Metrics/AudioScore/score.py 61b9403f6307a5c0 unverified Apache-2.0 (permissive)
SyreaNet: A Physically Guided Underwater Image Enhancement Framework Integrating Synthetic and Real Images 16 Feb 2023 rockwenjj/syreanet/synthesize/synthesize.py 93beef316b1f1451 ran · honoured contract fingerprinted no licence file found · pointer only
A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource 23 Nov 2022 marigoldwu/a-unified-framework-for-deep-attribute-graph-clustering/pydgc/models/magi.py 410bc97745f4b297 unverified MIT (permissive)
Learning Deep Time-index Models for Time Series Forecasting 13 Jul 2022 salesforce/deeptime/utils/ops.py 6ee28ff0a220c327 unverified BSD-3-Clause (permissive)
Charting and navigating the space of solutions for recurrent neural networks 17 Nov 2021 eliaturner/space-of-solutions-rnn/predict_class_from_training_features.py b62a3520a7e372d0 ran · honoured contract fingerprinted no licence file found · pointer only
Generative Optimization Networks for Memory Efficient Data Generation 6 Oct 2021 imperial-qore/gon_mnist/src/gen.py 548152855822f01d ran · our draft was wrong fingerprinted BSD-2-Clause (permissive)
Sanity Simulations for Saliency Methods 13 May 2021 wnstlr/SMERF/smerf/lime_utils.py 0bbd468e8c379567 unverified MIT (permissive)
Robust Compressed Sensing using Generative Models 16 Jun 2020 ajiljalal/csgm-robust-neurips/src/celebA_utils.py 97498d6181a0d2bd unverified MIT (permissive)
Black-box Mixed-Variable Optimisation using a Surrogate Model that Satisfies Integer Constraints 8 Jun 2020 lbliek/MVRSM/MVRSM.py 23f13cb393224dba ran · honoured contract fingerprinted MIT (permissive)
Deeply Uncertain: Comparing Methods of Uncertainty Quantification in Deep Learning Algorithms 22 Apr 2020 deepskies/DeeplyUncertain-Public/preprocessing.py 5bdad93691882744 unverified Apache-2.0 (permissive)
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning 22 Apr 2019 GraphNAS/GraphNAS-simple/graphnas/trainer.py af2ac57cf32c5b7f unverified Apache-2.0 (permissive)
Learning single-image 3D reconstruction by generative modelling of shape, pose and shading 19 Jan 2019 pmh47/dirt/dirt/matrices.py fb7e722cbd3a246a unverified MIT (permissive)
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks 29 Oct 2018 shichence/AutoInt/Dataprocess/Criteo/scale.py 4826b8c64d0b0c38 unverified MIT (permissive)
3D-LMNet: Latent Embedding Matching for Accurate and Diverse 3D Point Cloud Reconstruction from a Single Image 20 Jul 2018 val-iisc/3d-lmnet/utils/metrics_utils.py 1de47d058c78b4cf unverified MIT (permissive)
Shape Robust Text Detection with Progressive Scale Expansion Network 7 Jun 2018 li10141110/PSENet-tf2/dataset/ctw1500_test_loader.py aff0e449324bf982 unverified Apache-2.0 (permissive)
Conditional Generative Adversarial Nets 6 Nov 2014 ajemerson/CSC_722_Project/analysis_tools.py 37b32268e3daeccf unverified MIT (permissive)
Generating Sequences With Recurrent Neural Networks 4 Aug 2013 SamuelNguyen1998/Vietnamese_Handwriting_Recognition/src/data_utils.py a43e3c26a372625d 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".

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