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resolve_device

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

resolve_device appears in the code Syntology harvested for 16 papers, as 17 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 6 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 resolve_device 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 17 distinct code bodies named resolve_device; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
4ran
11unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 17 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

16 papers shown of 16, newest first; 17 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 13 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
BSC-Net: A Small-Branch-Sensitive Structural Continuity Network for Coronary Vessel Segmentation and Quantitative Angiographic Analysis added by Syntology 2026-09 (from id) liwx-deeplearning/BSC-Net/bscnet/engine.py 4b237633928b8e99 unverified MIT (permissive)
Newton Deep Unfolding for Compressed Sensing added by Syntology 2026-09 (from id) xianchaoxiu/DNU-Net/NDU-Net/methods/cs_reference.py c3ed07233322566a unverified no licence file found · pointer only
Transfer Learning in Nonparametric Regression with Deep ReLU Networks added by Syntology 2026-08 (from id) RenJump/Twostage-Trans-DNN/src/twostage_transdnn/algorithm.py 0a9142b3dec94aea unverified MIT (permissive)
Localizing RL-Induced Tool Use to a Single Crosscoder Feature added by Syntology 2026-06 (from id) Antebe/model_diffing_crosscoders/neuron_identification/identify_neurons.py 94fc14b2cd593393 ran fingerprinted no licence file found · pointer only
LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction added by Syntology 2026-06 (from id) artefactory/LEDGER/retrieval/retrieval.py ecc29360152e9185 ran · our draft was wrong MIT (permissive)
Subspace-Aware Sparse Autoencoders for Effective Mechanistic Interpretability added by Syntology 2026-06 (from id) arshandalili/sasa/common.py 52ed43d50830b060 ran no licence file found · pointer only
Deep Learning as Neural Low-Degree Filtering: A Spectral Theory of Hierarchical Feature Learning added by Syntology 2026-05 (from id) IdePHICS/Neural-LoFi-Theory/src/train_hierarchically/training/kernel_spectral.py 7b9102bca59770de ran · our draft was wrong fingerprinted MIT (permissive)
EdgeFlowerTune: Evaluating Federated LLM Fine-Tuning Under Realistic Edge System Constraints added by Syntology 2026-05 (from id) Edge-Intelligence-Lab/EdgeFlowerTune/standalone/pytorch_alignment/gemma_lora_finetune.py 3e9d0bfd482ff3b6 ran no licence file found · pointer only
OpenExtract: Automated Data Extraction for Systematic Reviews in Health added by Syntology 2026-03 (from id) JimAchterbergLUMC/OpenExtract/pipeline/qa_orchestrator.py 1ad04568f03de550 unverified no licence file found · pointer only
Federated Inference: Toward Privacy-Preserving Collaborative and Incentivized Model Serving added by Syntology 2026-03 (from id) thejungwon/FedSEI/experiments/ensemble/federated_ensemble.py 72ea7e7838bbe6fd unverified no licence file found · pointer only
FASTLSQ: SOLVING PDES IN ONE SHOT VIA FOURIER FEATURES WITH EXACT ANALYTICAL DERIVATIVES added by Syntology 2026-02 (from id) sulcantonin/FastLSQ/fastlsq/device.py de40615f353e4aaf unverified MIT (permissive)
Delta-XAI: A Unified Framework for Explaining Prediction Changes in Online Time Series Monitoring added by Syntology 2025-11 (from id) AITRICS/Delta-XAI/explainer/swing.py debb119991312cf2 unverified no licence file found · pointer only
MAD: Manifold Attracted Diffusion added by Syntology 2025-09 (from id) delbraechter/MAD/generate.py 5be61e73b8007bf9 unverified licence not identified · pointer only
FinMamba: Market-Aware Graph Enhanced Multi-Level Mamba for Stock Movement Prediction 2025-02 (from id) troubadour000/finmamba/finmamba/utils.py 27e4510d0626fdea unverified Apache-2.0 (permissive)
FinMamba: Market-Aware Graph Enhanced Multi-Level Mamba for Stock Movement Prediction 2025-02 (from id) troubadour000/finmamba/genRelation.py 65f19cba2eb4c70d unverified Apache-2.0 (permissive)
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series 21 Oct 2023 wickstrom/mixupcontrastivelearning/src/mcl/trainer.py e5bafae5d8f3c7d7 ran MIT (permissive)
ESB: A Benchmark For Multi-Domain End-to-End Speech Recognition 24 Oct 2022 huggingface/open_asr_leaderboard/audio8_asr/run_eval.py e82aa9a9f589056d unverified Apache-2.0 (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