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infer

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

infer appears in the code Syntology harvested for 29 papers, as 35 distinct code bodies found in 36 places (a place is one code body under one paper). At least one of them ran in 8 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 infer 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 35 distinct code bodies named infer; 28 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
1ran · fixture could not drive it
5ran
28unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 36 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

29 papers shown of 29, newest first; 36 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 4 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
Muon with Nesterov Momentum: Heavy-Tailed Noise and (Randomized) Inexact Polar Decomposition added by Syntology 2026-05 (from id) Xiaoran-Cheng/muon-randomized-svd/cifar10/airbench/utils.py 3e1420c785b4714e ran no licence file found · pointer only
JAL-Turn: Joint Acoustic-Linguistic Modeling for Real-Time and Robust Turn-Taking Detection in Full-Duplex Spoken Dialogue Systems added by Syntology 2026-03 (from id) ten-framework/ten-turn-detection/inference.py b3a109b2477a61cc ran · fixture could not drive it licence not identified · pointer only
BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing added by Syntology 2025-11 (from id) jsu-kim/BlurGuard/BlurGuard/code/blurguard.py e4f3c8751efa9057 unverified MIT (permissive)
AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models added by Syntology 2025-09 (from id) dlwns147/amq/amq/predictor/mlp.py 028594b24835c4a8 unverified Apache-2.0 (permissive)
arXiv:2506.13513 2025-06 (from id) minkyeongjeon/kda/inference.py 08a2187e2c5f2882 unverified Apache-2.0 (permissive)
GUICourse: From General Vision Language Models to Versatile GUI Agents 17 Jun 2024 yiye3/guicourse/Qwen-SFT&Infer/infer.py f068f39a25e1a842 ran no licence file found · pointer only
Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models 11 Jun 2024 chuge0335/pc-cot/openai_client.py a38d37839ce6f005 ran no licence file found · pointer only
Latent Neural Operator for Solving Forward and Inverse PDE Problems 6 Jun 2024 l-i-m-i-t/latentneuraloperator/LNO-PyTorch/InverseProblem/infer.py 6bbd366375650c40 unverified MIT (permissive)
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement 11 Mar 2024 cheliu-computation/merl/finetune/main_single.py 9eaf55ea5bb1d3ba ran MIT (permissive)
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network 18 Feb 2024 linchen-65/restruct/llm_explanation.py 8a4221b235104213 unverified MIT (permissive)
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network 18 Feb 2024 linchen-65/restruct/main_node_classification.py 6ff20f91d7446742 unverified MIT (permissive)
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network 18 Feb 2024 linchen-65/restruct/main_recommendation.py 9fa530fd2d673ee7 unverified MIT (permissive)
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network 18 Feb 2024 linchen-65/restruct/train_node_classification.py 5df7b0b3c118b3e9 unverified MIT (permissive)
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network 18 Feb 2024 linchen-65/restruct/train_recommendation.py f07f0444cc96191d unverified MIT (permissive)
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data 19 Jan 2024 greatenanoymous/monodpt_grasp/metric_depth/evaluate.py 8ffddb7d6410c4f1 ran · our draft was wrong Apache-2.0 (permissive)
Image Clustering with External Guidance 18 Oct 2023 xlearning-scu/2024-icml-tac/train_head.py d37dc82960cdbe7e ran no licence file found · pointer only
Bidirectional Generative Framework for Cross-domain Aspect-based Sentiment Analysis 16 May 2023 DAMO-NLP-SG/BGCA/code/run_utils.py a7a44720b71aba1f unverified MIT recorded; this copy not marked cleared · pointer only
ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth 23 Feb 2023 isl-org/ZoeDepth/evaluate.py 8ffddb7d6410c4f1 ran · our draft was wrong MIT (permissive)
ResGrad: Residual Denoising Diffusion Probabilistic Models for Text to Speech 30 Dec 2022 majidAdibian77/ResGrad/resgrad/inference.py bfea89f6d4ff61c6 unverified MIT (permissive)
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-Rays 8 Aug 2022 plan-lab/chexrelnet/src/infer.py e69afdaef04716a0 unverified MIT (permissive)
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-Rays 8 Aug 2022 plan-lab/chexrelnet/src/infer_baselines.py 1c0a18b622ddfd5c unverified MIT (permissive)
PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding Reasoning 29 Apr 2022 alipay/parameter_inference_efficient_pie/candidate/get_candidate_dgl.py ad37003f04543138 unverified Apache-2.0 (permissive)
GPT-NeoX-20B: An Open-Source Autoregressive Language Model 14 Apr 2022 labmlai/neox/src/neox/samples/generating_gpu.py a154a97c7eecf3f9 unverified MIT (permissive)
GPT-NeoX-20B: An Open-Source Autoregressive Language Model 14 Apr 2022 labmlai/neox/src/neox/samples/generating_pipe.py 7f6f91d6ca166416 unverified MIT (permissive)
GPT-NeoX-20B: An Open-Source Autoregressive Language Model 14 Apr 2022 labmlai/neox/src/neox/samples/generating_small_gpu.py d3e001b86205c86a unverified MIT (permissive)
Safe Active Learning for Multi-Output Gaussian Processes 28 Mar 2022 boschresearch/salmogp/experiment_toy.py d127e122459027ca unverified AGPL-3.0 (copyleft) · pointer only
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels 3 Mar 2022 sha168/ADNet/main_inference.py 5043714659cc259a unverified MIT (permissive)
Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search 24 Jan 2022 shuyao95/HNAS/darts_space/search.py cb2ba06748c4b4e6 unverified no licence file found · pointer only
Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective 29 Dec 2021 lars-research/f2gnn/train_search.py cf3ec0bc7edb76de unverified no licence file found · pointer only
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search 20 Jul 2020 mikelzc1990/nsganetv2/train_cifar.py 2d6dc16493521afd unverified Apache-2.0 (permissive)
MUXConv: Information Multiplexing in Convolutional Neural Networks 31 Mar 2020 human-analysis/MUXConv/transfer_cifar.py 751e25dde57ac9c5 unverified no licence file found · pointer only
No Fear of the Dark: Image Retrieval under Varying Illumination Conditions 23 Aug 2019 jenicek/mdir/mdir/stages/infer.py 53551ea3ec567486 unverified MIT (permissive)
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields 18 Dec 2018 daniegr/EfficientPose/track.py 73159ddf6c459bc0 unverified Apache-2.0 (permissive)
Hypergraph Neural Networks 25 Sep 2018 imoonlab/deephypergraph/examples/node_classification/hgnn_on_cora.py d9da787099d0e492 unverified Apache-2.0 (permissive)
Fisher Efficient Inference of Intractable Models 18 May 2018 anewgithubname/Stein-Density-Ratio-Estimation/script/Inference/others/demo_NCE.py ebcb9454ea6b1af8 unverified MIT (permissive)
Structured Inference Networks for Nonlinear State Space Models 30 Sep 2016 clinicalml/structuredinference/stinfmodel_fast/evaluate.py f93223114e53959c 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