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set_seed

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

set_seed appears in the code Syntology harvested for 49 papers, as 49 distinct code bodies found in 50 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 3 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 set_seed 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 8 of the 49 distinct code bodies named set_seed; 41 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
7ran
41unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 50 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

49 papers shown of 49, newest first; 50 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 10 papers added by Syntology; 1 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
From Layers to Submodules: Rethinking Granularity in Replacement-Based LLM Compression added by Syntology 2026-06 (from id) eliacunegatti/SubFit/subfit/distill.py af9dc55c45798b01 unverified Apache-2.0 (permissive)
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training added by Syntology 2026-05 (from id) zhengziyu77/MDGMIX/utils/BoundaryMixup.py c385f06dbd3cc509 unverified no licence file found · pointer only
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations added by Syntology 2026-05 (from id) Buyun-Liang/REALISTA/src/realista.py 9b76becfd7ca34c7 unverified MIT (permissive)
Inverse Design for Conditional Distribution Matching added by Syntology 2026-05 (from id) orineo1/conditional-matching-paper/MNIST/run_mlgdf.py 2e9fd00c40b35fa4 unverified no licence file found · pointer only
RL-ABC: Reinforcement Learning for Accelerator Beamline Control added by Syntology 2026-04 (from id) Anwar9Ibrahim/RL-ABC/rl_framework/Agents/DDPG.py 11db5e9483680b9e unverified MIT (permissive)
Accelerating Large-Scale Dataset Distillation via Exploration-Exploitation Optimization added by Syntology 2026-02 (from id) ncsu-dk-lab/E2D/Branch_ImageNet_1K/recover/recover.py b022a3a8c88a3b6b unverified no licence file found · pointer only
Your Language Model Secretly Contains Personality Subnetworks added by Syntology 2026-02 (from id) Ruimeng-Ye/Persona/contra.py 0a5061132cfaed43 unverified no licence file found · pointer only
Vision Transformer Finetuning Benefits from Non-Smooth Components added by Syntology 2026-02 (from id) ambroiseodt/vit-plasticity/src/vitef/config.py 6a3bc5a7f790da13 unverified MIT (permissive)
DeepDFA: Injecting Temporal Logic in Deep Learning for Sequential Subsymbolic Applications added by Syntology 2026-02 (from id) KRLGroup/DeepDFAGrounding/utils.py 7067559cd6cbcff3 unverified no licence file found · pointer only
Grouped Speculative Decoding for Autoregressive Image Generation added by Syntology 2025-08 (from id) junhyukso/GSD/scheduler/jacobi_iteration_lumina_mgpt.py 28cb9f7eb8bc713d unverified no licence file found · pointer only
RouteRL: Multi-agent reinforcement learning framework for urban route choice with autonomous vehicles 27 Feb 2025 coexistence-project/routerl/routerl/environment/agent_generation.py 347b317b3d7bb6e8 unverified MIT (permissive)
Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning 29 Jan 2025 hmishfaq/lsac/lsac.py 568a3d72b42e3f4b ran · our draft was wrong MIT (permissive)
SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution 9 Jan 2025 jorge-martinez-gil/graphcodebert-feature-integration/src/featfuse/reproducibility.py 0dfa44f5bdd15b72 unverified MIT (permissive)
Interaction Asymmetry: A General Principle for Learning Composable Abstractions 12 Nov 2024 jackbrady/interaction-asymmetry/utilities/setup_utils.py c48102623e2b7495 unverified no licence file found · pointer only
Revisiting K-mer Profile for Effective and Scalable Genome Representation Learning 4 Nov 2024 abdcelikkanat/revisitingkmers/src/nonlinear.py 6ac11eed8defa8ca unverified no licence file found · pointer only
InjecGuard: Benchmarking and Mitigating Over-defense in Prompt Injection Guardrail Models 30 Oct 2024 leolee99/injecguard/util.py 2e86152fabdc630e unverified MIT (permissive)
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification 2 Sep 2024 j4ckliu/sacp/libs/utils.py 59dbac140cecad93 ran fingerprinted no licence file found · pointer only
Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging 24 Jun 2024 sempraety/pruning-via-merging/pipeline.py c0aae6f23602f51d unverified no licence file found · pointer only
Diffusion Bridge AutoEncoders for Unsupervised Representation Learning 27 May 2024 ckczzj/PDAE/trainer/train_representation_learning.py 0081e6dcf509161e unverified no licence file found · pointer only
Part-Guided 3D RL for Sim2Real Articulated Object Manipulation 26 Apr 2024 thu-vclab/part-guided-3d-rl-for-sim2real-articulated-object-manipulation/arti_mani/algorithms/config/config.py b300139e512d1acc ran fingerprinted MIT (permissive)
Closely Interactive Human Reconstruction with Proxemics and Physics-Guided Adaption 17 Apr 2024 boycehbz/humaninteraction/utils/module_utils.py 605781546526fa77 ran MIT (permissive)
Dataset Condensation for Time Series Classification via Dual Domain Matching 12 Mar 2024 zhyliu00/TimeSeriesCond/utils.py ffc024df4e07b9c2 unverified no licence file found · pointer only
MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets 5 Mar 2024 amazon-science/MAGID/src/tools.py b3acc0c403d224d3 unverified Apache-2.0 (permissive)
Explaining generative diffusion models via visual analysis for interpretable decision-making process 16 Feb 2024 ian-jihoonpark/X-Diffusion/DF-CAM_auc.py 92a70b0298648379 ran no licence file found · pointer only
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting 1 Feb 2024 zhyliu00/mtpb/utils.py ebaa8b93ad440e45 unverified no licence file found · pointer only
lpNTK: Better Generalisation with Less Data via Sample Interaction During Learning 16 Jan 2024 Shawn-Guo-CN/lpNTK/analysis/ntk.py 531e05386de80397 unverified GPL-3.0 (copyleft) · pointer only
Towards a fuller understanding of neurons with Clustered Compositional Explanations 27 Oct 2023 KRLGroup/Clustered-Compositional-Explanations/src/utils.py b2a19cb38c877ae0 ran MIT (permissive)
Rayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection 4 Oct 2023 xydong127/rqgnn/utils.py 501e340829f000f8 unverified no licence file found · pointer only
Rayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection 4 Oct 2023 xydong127/rqgnn/datasets/datautils.py 4a65f08073a2e57b unverified no licence file found · pointer only
Unified Human-Scene Interaction via Prompted Chain-of-Contacts 14 Sep 2023 openrobotlab/unihsi/unihsi/utils/config.py 62d0cd8396969ece ran no licence file found · pointer only
Learning to Taste: A Multimodal Wine Dataset 31 Aug 2023 thoranna/learning_to_taste/packages/snack/embedding/snack.py 0cd10d6b47310313 unverified MIT (permissive)
CausalLM is not optimal for in-context learning 14 Aug 2023 google-research/causallm_icl/utils.py fec430a564c9c333 ran fingerprinted Apache-2.0 (permissive)
Competing for Shareable Arms in Multi-Player Multi-Armed Bandits 30 May 2023 windxrz/smaa/model/method.py f6cf4bbc3648e669 unverified no licence file found · pointer only
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models 28 May 2023 RU-System-Software-and-Security/Notable/autoprompt/create_trigger.py 52e446206cdc2fa5 unverified no licence file found · pointer only
Dynamic Sparse Training with Structured Sparsity 3 May 2023 calgaryml/condensed-sparsity/train_rigl.py 3cdc178d93c08dbe unverified MIT (permissive)
GradMA: A Gradient-Memory-based Accelerated Federated Learning with Alleviated Catastrophic Forgetting 28 Feb 2023 lkyddd/GradMA/LightFed/experiments/horizontal/GradMA/trainer.py 38853f7514795908 unverified no licence file found · pointer only
Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach 23 Oct 2022 heshandevaka/Trade-Off-MOL/Toy-MNIST/utils.py eabbd923edd836ea unverified MIT (permissive)
On the Identifiability and Estimation of Causal Location-Scale Noise Models 13 Oct 2022 AlexImmer/loci/causa/loci.py eb20b986433d56d4 unverified no licence file found · pointer only
What the DAAM: Interpreting Stable Diffusion Using Cross Attention 10 Oct 2022 castorini/daam/daam/utils.py 0a61596f1e596fec unverified MIT (permissive)
Long-term Control for Dialogue Generation: Methods and Evaluation 15 May 2022 asappresearch/constrained-dialogue-generation/datastore/knn_datastore.py c999b423dd49fec9 unverified no licence file found · pointer only
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning 8 Oct 2021 astrazeneca/subtab/src/model.py f2b720e37ee0c903 unverified Apache-2.0 (permissive)
Memory Wrap: a Data-Efficient and Interpretable Extension to Image Classification Models 1 Jun 2021 KRLGroup/memory-wrap/paper/VIT/train_memory_vit.py 556d97d0147c715d unverified MIT (permissive)
Reformulating Unsupervised Style Transfer as Paraphrase Generation 12 Oct 2020 martiansideofthemoon/style-transfer-paraphrase/style_paraphrase/run_lm_finetuning.py 6f807f86c26692bd unverified MIT (permissive)
Surpassing Real-World Source Training Data: Random 3D Characters for Generalizable Person Re-Identification 23 Jun 2020 VideoObjectSearch/RandPerson/trainCode/Source/ablation/main_softmax_ce_loss_steplr.py 4dae998527dcec5d unverified Apache-2.0 (permissive)
BLEU might be Guilty but References are not Innocent 13 Apr 2020 atreyasha/semantic-isometry-nmt/src/evaluate_paraphrase_detection_wmt19_paraphrases_de_en.py 6630d8db1754bc52 unverified MIT (permissive)
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 talipucar/PyFlow_SimCLR/src/model.py 20855bdedf943b8f unverified no licence file found · pointer only
An Empirical Model of Large-Batch Training 14 Dec 2018 davidandym/task-conflict-in-text-to-text-learners/src/utils.py 7e5f9c2aee507dd4 unverified MIT (permissive)
The Natural Language Decathlon: Multitask Learning as Question Answering 20 Jun 2018 salesforce/decaNLP/util.py d871f8c96e99be20 unverified BSD-3-Clause (permissive)
Stochastic seismic waveform inversion using generative adversarial networks as a geological prior 10 Jun 2018 LukasMosser/stochastic_seismic_waveform_inversion/seisgan/utils.py 942393052760ee57 unverified MIT (permissive)
arXiv:2025.acl-long.1468 leolee99/PIGuard/util.py 2e86152fabdc630e 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