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inference

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

inference appears in the code Syntology harvested for 65 papers, as 79 distinct code bodies found in 80 places (a place is one code body under one paper). At least one of them ran in 21 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 inference 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 27 of the 79 distinct code bodies named inference; 52 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
12ran · our draft was wrong
1ran · fixture could not drive it
14ran
52unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 36 of the 80 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

65 papers shown of 65, newest first; 80 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 3 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
LODESTAR: Robust Entropy-Based Answer Selection in Retrieval-Augmented Generation for Question Answering -- Directing Frozen-LLM Entropy with a Reinforcement-Learned Prompt Polarizer under Misleading Passages added by Syntology 2026-08 (from id) zjysteven/mink-plus-plus/run_neighbor.py 2eb061295f26318c unverified MIT (permissive)
ANCHOR: Automated Alignment Auditing for CLI Agents on Real-World Harm added by Syntology 2026-07 (from id) garified/anchor/openrouter_inference.py eeeb02f90f55edd8 unverified no licence file found · pointer only
GCTAM: Global and Contextual Truncated Affinity Combined Maximization Model For Unsupervised Graph Anomaly Detection added by Syntology 2026-03 (from id) kgccc/GCTAM/utils.py d50458ed8cc9d6ad unverified no licence file found · pointer only
VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models 29 May 2025 aHapBean/VideoREPA/evaluation/VIDEOPHY2/inference.py eeccdf941a0806a3 unverified Apache-2.0 (permissive)
Physical Plausibility-aware Trajectory Prediction via Locomotion Embodiment 21 Mar 2025 ImIntheMiddle/EmLoco/social-transmotion/evaluate_jta.py a703784ffd685861 unverified MIT (permissive)
On the Generalization of Representation Uncertainty in Earth Observation 10 Mar 2025 Orion-AI-Lab/EOUncertaintyGeneralization/inference/infere_uncertainties.py 76a3c9aaab826c3c unverified MIT (permissive)
VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation 9 Mar 2025 Hritikbansal/videophy/VIDEOPHY2/inference.py dbf18e29c76d1835 unverified MIT (permissive)
Multi-Transmotion: Pre-trained Model for Human Motion Prediction 4 Nov 2024 vita-epfl/multi-transmotion/ft_NBA/evaluate.py 340d905a010a7ffa unverified GPL-3.0 (copyleft) · pointer only
Catastrophic Failure of LLM Unlearning via Quantization 21 Oct 2024 zzwjames/FailureLLMUnlearning/metrics/privleak.py d5f7ca1c1b11bf4e unverified no licence file found · pointer only
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning 21 Oct 2024 kuan2jiu99/audio-hallucination/icassp2025/inference.py 7d76474f7caf820b unverified no licence file found · pointer only
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks 14 Oct 2024 fangru-lin/redial_dialect_robustness_fairness/utils/open_llm_call.py 6b96fd4ade51244c ran MIT (permissive)
FLAME: Learning to Navigate with Multimodal LLM in Urban Environments 20 Aug 2024 xyz9911/FLAME/llm_nav/agent.py 37b19b055de49001 ran Apache-2.0 (permissive)
Efficient Autoregressive Audio Modeling via Next-Scale Prediction 16 Aug 2024 qiuk2/aar/inference_AAR.py 5950cd82bc8a8836 ran · fixture could not drive it no licence file found · pointer only
MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector 16 Aug 2024 wjfu99/mia-tuner/run_baselines.py 7bf9fb555a194f43 unverified no licence file found · pointer only
UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization 12 Aug 2024 junjiehe96/UniPortrait/uniportrait/curricular_face/inference.py 6524b18732973287 unverified Apache-2.0 (permissive)
CleanDiffuser: An Easy-to-use Modularized Library for Diffusion Models in Decision Making 13 Jun 2024 cleandiffuserteam/cleandiffuser/pipelines/dp_pusht.py c387df835616a3b5 ran · our draft was wrong Apache-2.0 (permissive)
Interpreting the Weight Space of Customized Diffusion Models 13 Jun 2024 snap-research/weights2weights/utils.py ddb9257aed90e222 ran licence not identified · pointer only
LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles 25 May 2024 ISCLPennState/LUCIE/LUCIE_inference.py 8905ff5939a261da unverified MIT (permissive)
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes 6 May 2024 daminz97/multi-step_gsv/gpt_prompt.py 110edef5e59a4355 ran no licence file found · pointer only
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes 6 May 2024 daminz97/multi-step_gsv/gpt_result.py 94dabb22d3d3dcb6 ran no licence file found · pointer only
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes 6 May 2024 daminz97/multi-step_gsv/roberta_prompt.py 28baa00f5f01d782 ran no licence file found · pointer only
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes 6 May 2024 daminz97/multi-step_gsv/roberta_result.py 62fa0ab3fc25e144 ran no licence file found · pointer only
How to Craft Backdoors with Unlabeled Data Alone? 10 Apr 2024 PKU-ML/nlb/main_poison.py d2a070426a2e7840 ran no licence file found · pointer only
AutoRE: Document-Level Relation Extraction with Large Language Models 21 Mar 2024 bigdante/autore/AutoRE/baseline/base_models_for_DocRE.py 8ea6a051b81e2a4f ran no licence file found · pointer only
Non-negative Contrastive Learning 19 Mar 2024 PKU-ML/non_neg/main_eval.py 3dd135205a5c7d07 ran no licence file found · pointer only
ALaRM: Align Language Models via Hierarchical Rewards Modeling 11 Mar 2024 halfrot/ALaRM/MT/eval_sft.py cf012dc64e397403 unverified Apache-2.0 (permissive)
Common 7B Language Models Already Possess Strong Math Capabilities 7 Mar 2024 jerrywu-code/susgen/src/lora_inference.py 5adc840cfa3cba8a unverified MIT (permissive)
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis 26 Feb 2024 saberatalukder/totem/forecasting/generalist_eval.py 7b15d87455a71d97 unverified no licence file found · pointer only
Self-Augmented In-Context Learning for Unsupervised Word Translation 15 Feb 2024 cambridgeltl/sail-bli/src/infer_seed_dic.py 14544d1761941516 unverified MIT (permissive)
Self-Augmented In-Context Learning for Unsupervised Word Translation 15 Feb 2024 cambridgeltl/sail-bli/src/openaigen.py 11030caebb5b7dcd unverified MIT (permissive)
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning 4 Jan 2024 ghy0501/pilora/PILoRA-cifar/federated_main.py 45d03fd9925ee949 unverified no licence file found · pointer only
Social-Transmotion: Promptable Human Trajectory Prediction 26 Dec 2023 vita-epfl/social-transmotion/evaluate_jta.py 3e60233c648d420d ran · our draft was wrong AGPL-3.0 (copyleft) · pointer only
SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation 8 Dec 2023 vinairesearch/swiftbrush/infer.py 592a4f81e9ecdad6 ran licence not identified · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/evaluation/FEVER/evaluate.py 98a0b6e99d3532df unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/evaluation/HaluEvalQA/evaluate.py 463dd7fbdb3230ad unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/evaluation/HotpotQA/evaluate.py 73ec093e1e84c7d8 unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/evaluation/WiCE/evaluate.py b67471c3a3591add unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/evaluation/pararel/evaluate.py 57cbd3b83c4e5ef1 unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/training/FEVER/run_fever.py 9895a60c8ddb2794 unverified no licence file found · pointer only
R-Tuning: Instructing Large Language Models to Say `I Don't Know' 16 Nov 2023 shizhediao/r-tuning/training/HotpotQA/run_hotpotqa.py 34083253ed1953e5 unverified no licence file found · pointer only
3DCoMPaT$^{++}$: An improved Large-scale 3D Vision Dataset for Compositional Recognition 27 Oct 2023 cattalyya/3dcompat-challenge/models/3D/infer_cls.py 365a5cbef894fb42 unverified BSD-3-Clause (permissive)
3DCoMPaT$^{++}$: An improved Large-scale 3D Vision Dataset for Compositional Recognition 27 Oct 2023 cattalyya/3dcompat-challenge/models/3D/infer_cls_submit.py c3f4456346b94b58 unverified BSD-3-Clause (permissive)
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models 19 Oct 2023 zhaozhengchen/sam_wsss/Tag2Text/batch_inference.py b4f24ac8435b57c1 ran MIT (permissive)
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models 19 Oct 2023 zhaozhengchen/sam_wsss/Tag2Text/inference_ram.py 7713626e31bbda13 ran MIT (permissive)
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models 19 Oct 2023 zhaozhengchen/sam_wsss/Tag2Text/inference_ram_zeroshot_class.py 9b4c9877a282501e ran MIT (permissive)
Large Language Models Are Zero-Shot Time Series Forecasters 11 Oct 2023 junwoopark92/revisiting-llms-zeroshot-forecaster/experiments_revisiting_llm_acl25/linear_models/forecasting.py 3b11518eaa8f914a unverified MIT (permissive)
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets 29 Sep 2023 lifan-yuan/craft/tab_and_math/generate_with_retrieval.py b5e64dd25ac1057c unverified no licence file found · pointer only
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos 19 Aug 2023 shvdiwnkozbw/smtc/src/eval_multi.py af24f61606320660 unverified no licence file found · pointer only
Deep Clustering with Incomplete Noisy Pairwise Annotations: A Geometric Regularization Approach 30 May 2023 ductri/volmaxdcc/src/our_model__eval.py 6cfe7d42ce97583f ran · our draft was wrong no licence file found · pointer only
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies 25 Mar 2023 ntkhoa95/EfficientAD/inference.py 8766003511e1dc5c unverified Apache-2.0 (permissive)
A Text-guided Protein Design Framework 9 Feb 2023 chao1224/proteindt/examples/downstream_Text2Protein/step_02_inference_ProteinDT.py a5cf0741e192b2c8 unverified MIT (permissive)
On Learning Fairness and Accuracy on Multiple Subgroups 19 Oct 2022 xugezheng/fams/engine/fair_training.py a593b3d91b959af8 ran · our draft was wrong MIT (permissive)
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric 26 Sep 2022 PengxinZeng/2023-CVPR-FCMI/evaluate.py 7cac64a7de4c6279 unverified Apache-2.0 (permissive)
Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search 14 Jun 2022 amazon-research/esci-code/classification_identification/compute_bert_representations.py a1d6b6c45d6bd54e unverified Apache-2.0 (permissive)
Sound Localization by Self-Supervised Time Delay Estimation 26 Apr 2022 IFICL/stereocrw/vis_scripts/eval_itd_by_itd.py 8f4555ec07aef089 unverified MIT (permissive)
Real-time Object Detection for Streaming Perception 23 Mar 2022 yancie-yjr/StreamYOLO/sAP/streamyolo/streamyolo_det.py a4ce54a28c5a3e0a unverified Apache-2.0 (permissive)
Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data 14 Mar 2022 shuyanzhou/wikihow_hierarchy/reranking/inference.py 3858ee8f17b3d8e6 unverified no licence file found · pointer only
Semantic Segmentation in Art Paintings 7 Mar 2022 nadavc220/semanticsegmentationinartpaintings/inference.py 6a2c5b069c4719db ran · our draft was wrong no licence file found · pointer only
On the use of Cortical Magnification and Saccades as Biological Proxies for Data Augmentation 14 Dec 2021 animadversio/foveated_saccade_simclr/linear_eval.py 9ba1efd225f82356 unverified MIT (permissive)
DMRST: A Joint Framework for Document-Level Multilingual RST Discourse Segmentation and Parsing 9 Oct 2021 seq-to-mind/DMRST_Parser/MUL_main_Infer.py 323ec6bf9bf4d730 ran · our draft was wrong no licence file found · pointer only
Fold2Seq: A Joint Sequence(1D)-Fold(3D) Embedding-based Generative Model for Protein Design 24 Jun 2021 IBM/fold2seq/src/inference.py 3bfd5a6f57425739 unverified Apache-2.0 (permissive)
BARF: Bundle-Adjusting Neural Radiance Fields 13 Apr 2021 MQ66/gnerf/model/rendering.py c5960ba148e94710 unverified MIT (permissive)
GNeRF: GAN-based Neural Radiance Field without Posed Camera 29 Mar 2021 quan-meng/gnerf/model/generator.py c5960ba148e94710 unverified MIT (permissive)
Contrastive Clustering 21 Sep 2020 Yunfan-Li/Contrastive-Clustering/cluster.py 5464d6586c9a5abf unverified MIT (permissive)
Concept Bottleneck Models 9 Jul 2020 yewsiang/ConceptBottleneck/CUB/generate_new_data.py 11b5a291d1cf99bd unverified MIT (permissive)
Ultra Fast Structure-aware Deep Lane Detection 24 Apr 2020 Huangdebo/YOLOv4-MultiTask/models.py 388f89a26fdf9028 ran · our draft was wrong no licence file found · pointer only
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 Spijkervet/SimCLR/linear_evaluation.py e0f6be0e6d3d8c17 ran · our draft was wrong MIT (permissive)
Deep High-Resolution Representation Learning for Visual Recognition 20 Aug 2019 HRNet/HRNet-Facial-Landmark-Detection/lib/core/function.py 294428702976ffdf unverified MIT recorded; this copy not marked cleared · pointer only
A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer 24 May 2019 luofuli/DualLanST/nmt/nmt.py 94c3fbad3b58a21d unverified MIT (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 yakhyo/retinaface-pytorch/detect.py 7c475f7ff32dc333 ran · our draft was wrong MIT (permissive)
Character Region Awareness for Text Detection 3 Apr 2019 jakartaresearch/receipt-ocr/src/text_detector/infer.py 0080f90ce4243bd0 unverified MIT (permissive)
Character Region Awareness for Text Detection 3 Apr 2019 jakartaresearch/receipt-ocr/src/text_recognizer/infer.py 4966ec7a56eb141d unverified MIT (permissive)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 1 Sep 2018 HyeongJu916/Boaz-SR-ESRGAN-PyTorch/esrgan_pytorch/utils/common.py bf876a2e4c5b05d9 unverified Apache-2.0 (permissive)
ROUGE 2.0: Updated and Improved Measures for Evaluation of Summarization Tasks 5 Mar 2018 jacksonchen1998/Cold-Start-Reinforcement-Learning-with-Softmax-Policy-Gradient/inference.py 61ff3952adc92feb unverified MIT (permissive)
FaceBoxes: A CPU Real-time Face Detector with High Accuracy 17 Aug 2017 yakhyo/faceboxes-pytorch/detect.py b29dbd18bab36df6 ran · our draft was wrong MIT (permissive)
Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge 21 Sep 2016 ag169/Image-Captioning/train_caption.py 9305318ce8a2d74f ran · our draft was wrong no licence file found · pointer only
Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge 21 Sep 2016 ag169/Image-Captioning/eval_caption.py 83bce32a04182448 ran · our draft was wrong no licence file found · pointer only
arXiv:openreview_OI0AaBpeDK czbiohub-chi/scldm_cd4/src/notebook_inference.py 51e99614b62bd3a4 unverified MIT (permissive)
arXiv:2025.acl-long.669 DCDmllm/TeamLoRA/utils/inference.py 5499e96dbadb04fa unverified Apache-2.0 (permissive)
arXiv:136730727 louisYen/S3R/anomaly/engine/inference.py 05843d539916e238 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".

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