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get_inputs

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

get_inputs appears in the code Syntology harvested for 14 papers, as 13 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 2 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 get_inputs 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 6 of the 13 distinct code bodies named get_inputs; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
2ran
7unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 14 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

14 papers shown of 14, newest first; 14 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. 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
FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs 27 Mar 2025 CVI-SZU/FaceBench/evaluation/inference.py d69d7a79ec270f80 unverified MIT (permissive)
ThunderKittens: Simple, Fast, and Adorable AI Kernels 27 Oct 2024 HazyResearch/ThunderKittens/demos/based/document_ie_based.py 55de983a3ac2c905 unverified MIT (permissive)
BiVLC: Extending Vision-Language Compositionality Evaluation with Text-to-Image Retrieval 14 Jun 2024 imirandam/bivlc/src/BiVLC_Generation/BiVLC_img_generation.py 471718d635dd1dd6 ran · our draft was wrong fingerprinted MIT (permissive)
Survey of Computerized Adaptive Testing: A Machine Learning Perspective 31 Mar 2024 bigdata-ustc/educat/scripts/bobcat_train.py bf10b1462929ad81 ran · our draft was wrong MIT (permissive)
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts 11 Mar 2024 mala-lab/WinCLIP/datasets/mvtec_dataset.py 8be46af3c88f4a4a ran GPL-3.0 (copyleft) · pointer only
PromptKD: Distilling Student-Friendly Knowledge for Generative Language Models via Prompt Tuning 20 Feb 2024 gmkim-ai/promptkd/evaluate_exposure_bias.py a71327fc1087c21e ran MIT (permissive)
Matcha-TTS: A fast TTS architecture with conditional flow matching 6 Sep 2023 shivammehta25/Matcha-TTS/matcha/onnx/export.py f067a910719bc379 ran · our draft was wrong fingerprinted MIT (permissive)
BOBCAT: Bilevel Optimization-Based Computerized Adaptive Testing 17 Aug 2021 identical code first harvested elsewhere bf10b1462929ad81 ran · our draft was wrong licence of this copy not recorded
A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame Prediction 16 Aug 2021 LiUzHiAn/hf2vad/datasets/dataset.py 8d81b09e9f81cc4b unverified MIT (permissive)
The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction 13 Dec 2019 JunweiLiang/Multiverse/code/multifuture_inference.py 3c55e4863789ee69 unverified Apache-2.0 (permissive)
Parameter-Efficient Transfer Learning for NLP 2 Feb 2019 CyberZHG/keras-bert/keras_bert/layers/inputs.py 9cbbfb6d9b9dc99e unverified MIT (permissive)
Novel deep learning methods for track reconstruction 2018-10 (from id) savvy379/princeton_gnn_tracking/train_IN.py 84835f148962ab71 ran · our draft was wrong no licence file found · pointer only
BRITS: Bidirectional Recurrent Imputation for Time Series 27 May 2018 flaviagiammarino/brits-tensorflow/brits_tensorflow/utils.py 09da6e3827e4f7db unverified MIT (permissive)
Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks 17 Jan 2017 LMescheder/AdversarialVariationalBayes/avb/inputs.py 241589a9c025efb6 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