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prod

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

prod appears in the code Syntology harvested for 40 papers, as 24 distinct code bodies found in 41 places (a place is one code body under one paper). At least one of them ran in 17 of the papers; 7 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 prod 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 7 of the 24 distinct code bodies named prod; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
5ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
2ran
17unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 41 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

40 papers shown of 40, newest first; 41 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 3 papers added by Syntology; 2 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
Hyperbolic Busemann Neural Networks added by Syntology 2026-02 (from id) GitZH-Chen/HBNN/lib/geoopt/utils.py d4e7ce8697742d11 unverified no licence file found · pointer only
Machine Learning Hamiltonians are Accurate Energy-Force Predictors added by Syntology 2026-02 (from id) seongsukim-ml/QHFlow2/src/utils.py b0aeca26969b9a56 ran · violated contract fingerprinted no licence file found · pointer only
HexFormer: Hyperbolic Vision Transformer with Exponential Map Aggregation added by Syntology 2026-01 (from id) HayaAlyoussef/HexFormer/lib/geoopt/utils.py d4e7ce8697742d11 unverified MIT (permissive)
arXiv:2507.21648 2025-07 (from id) rrkhan/HGE/lib/geoopt/utils.py d4e7ce8697742d11 unverified no licence file found · pointer only
Efficient and Scalable Density Functional Theory Hamiltonian Prediction through Adaptive Sparsity 3 Feb 2025 microsoft/sphnet/src/models/SPHNet.py b0aeca26969b9a56 ran · violated contract fingerprinted MIT (permissive)
Multi-marginal Schrödinger Bridges with Iterative Reference Refinement 12 Aug 2024 YunyiShen/SBIRR/package/SBIRR/mem_utils.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted no licence file found · pointer only
Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models 6 Jun 2024 zun-wang/deqhnet/src/QHNet/models/DEQHNet.py b0aeca26969b9a56 ran · violated contract fingerprinted no licence file found · pointer only
Decomposing and Interpreting Image Representations via Text in ViTs Beyond CLIP 3 Jun 2024 SriramB-98/vit-decompose/helpers/linear_decompose.py f008b9c99180b5f5 ran fingerprinted no licence file found · pointer only
An empirical study of LLaMA3 quantization: from LLMs to MLLMs 22 Apr 2024 macaronlin/llama3-quantization/irqlora.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted no licence file found · pointer only
Accurate LoRA-Finetuning Quantization of LLMs via Information Retention 8 Feb 2024 htqin/ir-qlora/utils.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted no licence file found · pointer only
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) 4 Feb 2024 ChaoLiAtRIKEN/tngps/tenmul4.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted no licence file found · pointer only
Architectural Sweet Spots for Modeling Human Label Variation by the Example of Argument Quality: It's Best to Relate Perspectives! 6 Nov 2023 phhei/relateperspectives-sweetspots/argperspectives/models/RecommenderComponents.py 19c35905c9854f5b ran fingerprinted no licence file found · pointer only
Exploring Geometry of Blind Spots in Vision Models 30 Oct 2023 sriramb-98/blindspots-neurips-sub/level_set_traversal.py 4dce0c5ec0be00a6 ran · violated contract fingerprinted no licence file found · pointer only
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark 29 Jun 2023 facebookresearch/rl/torchrl/_utils.py eb9333cd6b23461f unverified MIT recorded; this copy not marked cleared · pointer only
QH9: A Quantum Hamiltonian Prediction Benchmark for QM9 Molecules 15 Jun 2023 divelab/AIRS/OpenDFT/QHBench/QH9/models/QHNet.py b0aeca26969b9a56 ran · violated contract fingerprinted GPL-3.0 (copyleft) · pointer only
Efficient and Equivariant Graph Networks for Predicting Quantum Hamiltonian 8 Jun 2023 identical code first harvested elsewhere b0aeca26969b9a56 ran · violated contract fingerprinted licence of this copy not recorded
Fully Hyperbolic Convolutional Neural Networks for Computer Vision 28 Mar 2023 kschwethelm/hyperboliccv/code/lib/geoopt/utils.py d4e7ce8697742d11 unverified MIT (permissive)
Disentangling Learning Representations with Density Estimation 8 Feb 2023 ericyeats/gcae-disentanglement/src/disentanglement_utils.py 31238bf1de0249d3 unverified MIT (permissive)
Mixture of Attention Heads: Selecting Attention Heads Per Token 11 Oct 2022 sovrasov/flops-counter.pytorch/ptflops/aten_ops.py 185b3f3ea726676d unverified MIT (permissive)
VAuLT: Augmenting the Vision-and-Language Transformer for Sentiment Classification on Social Media 18 Aug 2022 gchochla/vault/vault/train_utils.py e5a5d3e4bf55e79d unverified MIT (permissive)
Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms 19 Jul 2022 awslabs/gluonts/src/gluonts/itertools.py 67059eb6565db923 unverified Apache-2.0 (permissive)
e3nn: Euclidean Neural Networks 18 Jul 2022 atomicarchitects/phonax/phonax/nequip_model.py 3f10eb76dacbfed5 unverified MIT (permissive)
Clustering units in neural networks: upstream vs downstream information 22 Mar 2022 wrongu/modularity/models/cifar10.py a828da824800b5de unverified MIT (permissive)
Monte Carlo EM for Deep Time Series Anomaly Detection 29 Dec 2021 Francois-Aubet/gluon-ts/src/gluonts/itertools.py b5c0811c003f958f unverified Apache-2.0 (permissive)
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series 2 Aug 2021 awslabs/gluon-ts/src/gluonts/itertools.py 67059eb6565db923 unverified Apache-2.0 (permissive)
Solving Schrödinger Bridges via Maximum Likelihood 3 Jun 2021 franciscovargas/GP_Sinkhorn/gp_sinkhorn/mem_utils.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted MIT (permissive)
Sparse Uncertainty Representation in Deep Learning with Inducing Weights 30 May 2021 microsoft/bayesianize/bnn/nn/mixins/variational/inducing.py 0f1e71e2afa65ee4 ran · violated contract fingerprinted MIT (permissive)
Weight Poisoning Attacks on Pre-trained Models 14 Apr 2020 neulab/RIPPLe/constrained_poison.py 99f4817ce6cc133b unverified BSD-3-Clause (permissive)
Lagrangian Decomposition for Neural Network Verification 24 Feb 2020 oval-group/decomposition-plnn-bounds/plnn_bounds/proxlp_solver/utils.py 1c49e5ae3f68bbc7 unverified MIT (permissive)
Intermittent Demand Forecasting with Deep Renewal Processes 23 Nov 2019 manujosephv/deeprenewalprocess/deeprenewal/deeprenewal/_network.py f0e3c7bfe8f66898 unverified MIT (permissive)
Reverse derivative categories 2019-10 (from id) statusfailed/catgrad/catgrad/core/operation.py 8ed818983163a2e5 unverified MIT (permissive)
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes 7 Oct 2019 mbohlkeschneider/gluon-ts/src/gluonts/itertools.py b5c0811c003f958f unverified Apache-2.0 (permissive)
Stacked Capsule Autoencoders 17 Jun 2019 KohavTal/SCAE_Project/torch_scae/general_utils.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted Apache-2.0 (permissive)
NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language 14 Jun 2019 leonweber/nlprolog/prolog.py f97356fe5f557abd unverified MIT (permissive)
GluonTS: Probabilistic Time Series Models in Python 12 Jun 2019 elenaehrlich/gluon-ts/src/gluonts/itertools.py 67059eb6565db923 unverified Apache-2.0 (permissive)
GluonTS: Probabilistic Time Series Models in Python 12 Jun 2019 canerturkmen/gluon-ts/src/gluonts/itertools.py b5c0811c003f958f unverified Apache-2.0 (permissive)
Semantic Adversarial Attacks: Parametric Transformations That Fool Deep Classifiers 17 Apr 2019 ameya005/Semantic_Adversarial_Attacks/simple_classifier.py 6d5acfb0087d1ee7 ran · violated contract fingerprinted MIT (permissive)
Exploration by Random Network Distillation 30 Oct 2018 uoe-agents/derl/derl/intrinsic_rewards/rnd/rnd.py 2fe739431c704a67 ran · violated contract fingerprinted no licence file found · pointer only
Automatic differentiation in ML: Where we are and where we should be going 26 Oct 2018 mila-udem/myia/myia/public_api.py d13c1f646dd643d6 unverified MIT (permissive)
AOGNets: Compositional Grammatical Architectures for Deep Learning 15 Nov 2017 xilaili/AOGNet/aognet/utils/memonger.py d4bf79898fff9b84 unverified MIT (permissive)
arXiv:aaai_29453 shapsider/scintegration/integration_c/src/num.py 8fb5257f5890e497 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