Home › Code › init_model

init_model

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

init_model appears in the code Syntology harvested for 38 papers, as 41 distinct code bodies found in 42 places (a place is one code body under one paper). At least one of them ran in 10 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 init_model 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 41 distinct code bodies named init_model; 30 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
6ran
30unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 42 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; 42 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; 3 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
Convex Optimization for Alignment and Preference Learning on a Single GPU added by Syntology 2026-05 (from id) pilancilab/COALA/solve/models/get_model.py 5353460c07ea8e47 ran no licence file found · pointer only
Video-based Music Generation added by Syntology 2026-02 (from id) serkansulun/trailer-genre-classification/classification/src/classifiers.py 9c2bd411d477fbd8 unverified licence not identified · pointer only
Pardon? Evaluating Conversational Repair in Large Audio-Language Models added by Syntology 2026-01 (from id) sheunghung/EAR/Eval/baichuanomni.py 37933fa53e4a33fd unverified MIT (permissive)
Local Gradient Regulation Stabilizes Federated Learning under Client Heterogeneity added by Syntology 2026-01 (from id) NUDTPingLuo/ECGR/fed_baselines/server_gro.py 5e60e6cc33acc5e0 unverified MIT (permissive)
MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval added by Syntology 2025-09 (from id) WxxShirley/MoLoRAG/VLMModels/DeepSeek_VL.py 1a151d04ac3ef01b unverified no licence file found · pointer only
MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval added by Syntology 2025-09 (from id) WxxShirley/MoLoRAG/VLMModels/LLaMA_VL.py 90cb0a11ac3396d9 unverified no licence file found · pointer only
Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights 7 Feb 2025 ondratybl/VKDNW/ImageNet_MBV2/ZeroShotProxy/compute_vkdnw_score.py 1b0e6b7b5d869aa3 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Hierarchical VAE with a Diffusion-based VampPrior 2 Dec 2024 akuzina/dvp_vae/run_experiment.py bbe43114e654718a unverified no licence file found · pointer only
Learning Structured Representations with Hyperbolic Embeddings 2 Dec 2024 uiuctml/HypStructure/model.py 168504328c1cde29 unverified MIT (permissive)
MMLongBench-Doc: Benchmarking Long-context Document Understanding with Visualizations 1 Jul 2024 mayubo2333/mmlongbench-doc/models/internlm_xc2_4khd.py 2e9e62e3fa0f5b69 unverified Apache-2.0 (permissive)
Systematic Assessment of Tabular Data Synthesis Algorithms 9 Feb 2024 zealscott/synmeter/synthesizer/ctgan.py 3b48939580cd052b unverified Apache-2.0 (permissive)
Systematic Assessment of Tabular Data Synthesis Algorithms 9 Feb 2024 zealscott/synmeter/synthesizer/great.py df133a104b84c282 unverified Apache-2.0 (permissive)
Integrate Any Omics: Towards genome-wide data integration for patient stratification 15 Jan 2024 bowang-lab/integrao/integrao/supervised_train.py db2ed18910fc5f4c ran MIT (permissive)
Integrate Any Omics: Towards genome-wide data integration for patient stratification 15 Jan 2024 bowang-lab/integrao/integrao/unsupervised_train.py c0a68ba8a8cc4f34 ran MIT (permissive)
In-Context Learning Dynamics with Random Binary Sequences 26 Oct 2023 ebigelow/icl-random-binary/hf.py 10f6a3134c163ddc ran no licence file found · pointer only
Bridging Information-Theoretic and Geometric Compression in Language Models 20 Oct 2023 chengemily1/id_bridging/lm-corpus.py 0c6d4c00ac20cd62 unverified no licence file found · pointer only
Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers and Gradient Clipping 29 Sep 2023 apple/ml-pfl4asr/pfl4asr/pfl4asr/utils/model.py cb75b689ebb90229 ran licence not identified · pointer only
Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks 22 Sep 2023 LevinaLab/rnn_timescale_public/src/models/RNN_Stack.py 0fd1ea970f48ee3e ran no licence file found · pointer only
Cal-SFDA: Source-Free Domain-adaptive Semantic Segmentation with Differentiable Expected Calibration Error 6 Aug 2023 jo-wang/cal-sfda/model/model_builder.py 81030351171d2c98 unverified MIT (permissive)
Llama 2: Open Foundation and Fine-Tuned Chat Models 18 Jul 2023 xverse-ai/xverse-13b/chat_demo.py b796bb9465578920 unverified Apache-2.0 (permissive)
Synthetic data, real errors: how (not) to publish and use synthetic data 16 May 2023 bvanbreugel/deep_generative_ensemble/DGE_utils.py 6a6298cdd3dd37a3 ran · our draft was wrong no licence file found · pointer only
Deep Coarse-grained Potentials via Relative Entropy Minimization 2022-08 (from id) tummfm/relative-entropy/chemtrain/force_matching.py 3bc3d786ffabbb02 unverified Apache-2.0 (permissive)
Cooperative Distribution Alignment via JSD Upper Bound 5 Jul 2022 inouye-lab/alignment-upper-bound/models/Q_RealNVP.py 3497e26ca5ee9bce unverified no licence file found · pointer only
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis 11 May 2022 chenwydj/architecture_convergence/TENAS/prune_tenas.py e1591bd29b12e21d unverified MIT (permissive)
Learning-to-Rank at the Speed of Sampling: Plackett-Luce Gradient Estimation With Minimal Computational Complexity 22 Apr 2022 harrieo/2022-sigir-plackett-luce/utils/nnmodel.py 3c841c9debacfb6e unverified MIT (permissive)
Freeform Body Motion Generation from Speech 4 Mar 2022 thetempaccount/co-speech-motion-generation/src/scripts/infer.py b19588246afe3fef unverified no licence file found · pointer only
Self-Supervised Scene Flow Estimation with 4-D Automotive Radar 2 Mar 2022 toytiny/raflow/models/model.py b83c65b8d40a7e9b unverified MIT (permissive)
The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video 18 Nov 2021 toyotaresearchinstitute/remoteppg/iccv/src/archs/FrequencyContrast.py 85d272be57fc031c unverified no licence file found · pointer only
Identifying and Benchmarking Natural Out-of-Context Prediction Problems 25 Oct 2021 dmadras/nooch/src/utils/utils.py 8369e57e3ee67024 unverified BSD-3-Clause (permissive)
Materials Representation and Transfer Learning for Multi-Property Prediction 4 Jun 2021 CompRhys/roost/roost/utils.py 91e255b034e75fde unverified MIT (permissive)
Skew Orthogonal Convolutions 24 May 2021 singlasahil14/soc/train_standard.py 4551263d3cc7ab39 ran · our draft was wrong no licence file found · pointer only
Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness 3 May 2021 HarrieO/2021-SIGIR-plackett-luce/utils/nnmodel.py 3c841c9debacfb6e unverified MIT (permissive)
Unsupervised Commonsense Question Answering with Self-Talk 11 Apr 2020 vered1986/self_talk/source/preprocessing/generate_clarifications_from_lm.py ff639678ca9d345f unverified Apache-2.0 (permissive)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 28 May 2019 setharram/facenet/rp_facenet_cam.py 009f493f3dfa109b unverified MIT (permissive)
Learnable Embedding Space for Efficient Neural Architecture Compression 1 Feb 2019 KlabCMU/ESNAC/training.py eed18f59e16f9652 ran · our draft was wrong licence not identified · pointer only
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents 23 Jan 2019 noriyukipy/gptchat/gptchat/gpt2.py d0fd73ea11340a75 unverified MIT (permissive)
Blended Conditional Gradients: the unconditioning of conditional gradients 18 May 2018 pokutta/bcg/bcg/run_BCG.py 1629f96862feec1f ran · violated contract MIT (permissive)
Wide Residual Networks 23 May 2016 uclaml/Padam/models/wideresnet.py ffb597b6a32ada92 unverified Apache-2.0 (permissive)
arXiv:aaai_29726 shesshan/CEIB/genaug/gen_aug_T5.py a0e52c04b09e7c0f unverified MIT (permissive)
arXiv:2024.findings-naacl.294 balevinstein/Probes/Generate_Embeddings.py a0e0c36e3114dce9 unverified MIT (permissive)
arXiv:2024.findings-naacl.294 balevinstein/Probes/LLaMa_generate_embeddings.py 9999ece90de8a519 unverified MIT (permissive)
arXiv:2023.findings-emnlp.1023 HKUST-KnowComp/QaDynamics/src/Evaluation/evaluate_GPT2.py 7fdbc39e94fce716 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