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process

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

process appears in the code Syntology harvested for 60 papers, as 70 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 30 of the papers; 10 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 process 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 31 of the 70 distinct code bodies named process; 39 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
9ran · our draft was wrong
3ran · fixture could not drive it
18ran
39unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 32 of the 74 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

60 papers shown of 60, newest first; 74 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 6 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
LifeMem: Enabling Lifelong Experience Reuse for LLM Agents added by Syntology 2026-09 (from id) BITHLP/LifeMem/api-bank/utils.py 6daac5388180eba8 unverified no licence file found · pointer only
Auditing Alignment Controllability in LLMs via Political Axes added by Syntology 2026-07 (from id) mbrcic/llm-political-steerability/ingestion/02_process/process_core.py 66bc94ad756f390a ran MIT (permissive)
EFIQA: Explainable Fundus Image Quality Assessment via Anatomical Priors added by Syntology 2026-06 (from id) penway/EFIQA/src/vuad/infer.py 6c2e1341db01216d ran MIT (permissive)
MEMORYCARD: Topic-Aware Multi-Modal Clue Compression for Long-Video Question Answering added by Syntology 2026-06 (from id) NEUIR/MemoryCard/lmms_eval/models/cambrian.py 870ab787b0ca467f unverified MIT (permissive)
Towards Verifiable Transformers: Solver-Checkable Circuit Explanations added by Syntology 2026-05 (from id) neelsomani/symbolic-circuit-distillation/results/best_bracket_program.py 16dab98774527d2e ran fingerprinted Apache-2.0 (permissive)
Towards Verifiable Transformers: Solver-Checkable Circuit Explanations added by Syntology 2026-05 (from id) neelsomani/symbolic-circuit-distillation/results/best_bracket_raw_program.py b18deb260a34ad53 ran fingerprinted Apache-2.0 (permissive)
Towards Verifiable Transformers: Solver-Checkable Circuit Explanations added by Syntology 2026-05 (from id) neelsomani/symbolic-circuit-distillation/results/best_quote_program.py c4fcc6b453cbc49d ran fingerprinted Apache-2.0 (permissive)
PixFoundation 2.0: Do Video Multi-Modal LLMs Use Motion in Visual Grounding? added by Syntology 2025-09 (from id) MSiam/PixFoundation-2.0/infer/infer_rga.py 1ff5615c24ab4c88 unverified MIT (permissive)
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis 22 May 2025 rucaibox/simpledeepsearcher/sft/sft.py d1379e652258f0ca ran · our draft was wrong MIT (permissive)
TEMPLE:Temporal Preference Learning of Video LLMs via Difficulty Scheduling and Pre-SFT Alignment 21 Mar 2025 lscpku/temple/preprocess.py bd95f51056c675b9 unverified no licence file found · pointer only
FragFM: Hierarchical Framework for Efficient Molecule Generation via Fragment-Level Discrete Flow Matching 19 Feb 2025 wengong-jin/hgraph2graph/get_vocab.py d33c6045784db272 unverified MIT (permissive)
Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image Synthesis 29 Oct 2024 DeepakSridhar/fgdm/controlnet/initialize_cn.py 1e3d3e4a492c1249 unverified licence not identified · pointer only
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation Capabilities 18 Oct 2024 haoosz/BiGR/apps/inpaint.py 3ebba5eb3f84bf5c ran MIT (permissive)
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code 10 Oct 2024 mathllm/mathcoder2/data_processing/mathematical_code/process.py abf0c42ae4c8f624 unverified no licence file found · pointer only
Wavelet Convolutions for Large Receptive Fields 8 Jul 2024 bgu-cs-vil/wtconv/erf.py 88b1d8105f215aad unverified MIT (permissive)
Flash3D: Feed-Forward Generalisable 3D Scene Reconstruction from a Single Image 6 Jun 2024 eldar/flash3d/datasets/download_realestate10k.py ab77e63d3ba2f850 unverified no licence file found · pointer only
UltraMedical: Building Specialized Generalists in Biomedicine 6 Jun 2024 tsinghuac3i/ultramedical/src/pipeline/run_instruct_evol.py a5b4618531a9ab0e ran · our draft was wrong no licence file found · pointer only
Is Your LLM Outdated? Evaluating LLMs at Temporal Generalization 14 May 2024 freedomintelligence/freshbench/GoodJudgeOpen_crawler/request_one_question.py 3ceb5479bbdec4de ran fingerprinted no licence file found · pointer only
WorldValuesBench: A Large-Scale Benchmark Dataset for Multi-Cultural Value Awareness of Language Models 25 Apr 2024 demon702/worldvaluesbench/dataset_construction/data_preparation.py bf19d2f880985236 ran no licence file found · pointer only
Pointsoup: High-Performance and Extremely Low-Decoding-Latency Learned Geometry Codec for Large-Scale Point Cloud Scenes 21 Apr 2024 I2-Multimedia-Lab/Pointsoup/eval_PSNR.py ef9da014e5b8afda unverified MIT (permissive)
Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion 20 Mar 2024 spectacularai/3dgs-deblur/train_eval_split_by_blur_score.py 74f1182bfd36bf4b unverified Apache-2.0 (permissive)
Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion 20 Mar 2024 spectacularai/3dgs-deblur/combine.py 322128a1601d8e2a unverified Apache-2.0 (permissive)
Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion 20 Mar 2024 spectacularai/3dgs-deblur/process_synthetic_inputs.py 28c8bf6e0a340333 unverified Apache-2.0 (permissive)
Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion 20 Mar 2024 spectacularai/3dgs-deblur/render_video.py acaf0e4702f303d7 unverified Apache-2.0 (permissive)
CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences 14 Mar 2024 martin-wey/codeultrafeedback/src/codeultrafeedback/generate_annotations.py 557cb6bd27db1d38 ran · our draft was wrong fingerprinted MIT (permissive)
Cell Graph Transformer for Nuclei Classification 20 Feb 2024 lhaof/CGT/models/CGT/post_proc.py a17cf7de69cc2b7c ran no licence file found · pointer only
Fight Back Against Jailbreaking via Prompt Adversarial Tuning 9 Feb 2024 pku-ml/pat/experiments/evaluate_transfer.py 5bb281321a52ef09 ran fingerprinted no licence file found · pointer only
Can AI Assistants Know What They Don't Know? 24 Jan 2024 openmoss/say-i-dont-know/Idk_datasets/process_sft_data.py 16fa287de857029b unverified no licence file found · pointer only
MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization 12 Jan 2024 njunlp/mapo/Preprocess/extract_dpo_data.py e72ea21ca5a7f293 ran fingerprinted no licence file found · pointer only
Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns 23 Dec 2023 HKUST-KnowComp/FAPAT/src/mining/build_lg.py e62b08e15506740b ran no licence file found · pointer only
Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns 23 Dec 2023 HKUST-KnowComp/FAPAT/src/mining/build_adj.py 080d1903597ce037 unverified no licence file found · pointer only
Unifying Correspondence, Pose and NeRF for Pose-Free Novel View Synthesis from Stereo Pairs 12 Dec 2023 KU-CVLAB/CoPoNeRF/data_download/generate_acid.py 19eb01023b5619ac ran no licence file found · pointer only
The Generalization Gap in Offline Reinforcement Learning 10 Dec 2023 facebookresearch/gen_dgrl/webShop/baseline_models/il_data_collector.py cc483cf670852845 ran fingerprinted licence not identified · pointer only
GLaMM: Pixel Grounding Large Multimodal Model 6 Nov 2023 mbzuai-oryx/groundingLMM/GranD/level_1_inference/2_depth_maps/infer.py af61a474437dd6ce ran · fixture could not drive it Apache-2.0 (permissive)
Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective 17 Oct 2023 maszhongming/paraknowtransfer/utils/process_mmlu.py c45b701667c4f10b ran no licence file found · pointer only
Text2NKG: Fine-Grained N-ary Relation Extraction for N-ary relational Knowledge Graph Construction 8 Oct 2023 lhrlab/text2nkg/hyperred_data_process.py fccd9efaa74da2dd unverified MIT (permissive)
UltraFeedback: Boosting Language Models with Scaled AI Feedback 2 Oct 2023 thunlp/ultrafeedback/src/data_annotation/annotate_preference.py 993cf7ccb3239873 ran MIT (permissive)
The Trickle-down Impact of Reward (In-)consistency on RLHF 28 Sep 2023 shadowkiller33/contrast-instruction/code/attack.py f3dfcfdb2caf7482 ran no licence file found · pointer only
Motif-aware Attribute Masking for Molecular Graph Pre-training 8 Sep 2023 einae-nd/moama-dev/get_vocab.py d33c6045784db272 unverified no licence file found · pointer only
Coarse-to-Fine: Learning Compact Discriminative Representation for Single-Stage Image Retrieval 8 Aug 2023 feymanpriv/DOLG-paddle/revisitop/example_evaluate.py 959d3177b743555a ran no licence file found · pointer only
A Simple and Scalable Graph Neural Network for Large Directed Graphs 14 Jun 2023 seijimaekawa/a2dug/src/model.py 71e05153a45879d4 unverified MIT (permissive)
Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions 4 Jun 2023 younghuman/llmagent/webshop/baseline_models/train_choice_il.py cc483cf670852845 ran fingerprinted Apache-2.0 (permissive)
Grokking of Hierarchical Structure in Vanilla Transformers 30 May 2023 murtyshikhar/structural-grokking/transformer_lm_sci.py 0b7a33664b0e5940 unverified no licence file found · pointer only
Multiscale Positive-Unlabeled Detection of AI-Generated Texts 29 May 2023 yuchuantian/aigc_text_detector/corpus_cleaning_kit.py 971441eb0a97b174 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Chain-of-Symbol Prompting Elicits Planning in Large Langauge Models 17 May 2023 hanxuhu/chain-of-symbol-planning/running/test_brick.py b7eba47d78f91b29 ran · our draft was wrong no licence file found · pointer only
RMMDet: Road-Side Multitype and Multigroup Sensor Detection System for Autonomous Driving 9 Mar 2023 OrangeSodahub/CRLFnet/src/site_model/src/LidCamFusion/vis.py 5536a0795e5fba47 unverified MIT (permissive)
CapEnrich: Enriching Caption Semantics for Web Images via Cross-modal Pre-trained Knowledge 17 Nov 2022 identical code first harvested elsewhere ad136de5b99f654e ran · our draft was wrong fingerprinted licence of this copy not recorded
On Representing Mixed-Integer Linear Programs by Graph Neural Networks 19 Oct 2022 liujl11git/GNN-MILP/2_training.py 2badb1f18b5f2dfd unverified MIT recorded; this copy not marked cleared · pointer only
On Representing Linear Programs by Graph Neural Networks 25 Sep 2022 liujl11git/GNN-LP/2_training.py 9ca71a1a7ccf2905 unverified MIT recorded; this copy not marked cleared · pointer only
On Representing Linear Programs by Graph Neural Networks 25 Sep 2022 liujl11git/GNN-LP/3_testing.py 4759d75927d636f0 unverified MIT recorded; this copy not marked cleared · pointer only
Autoregressive Search Engines: Generating Substrings as Document Identifiers 22 Apr 2022 facebookresearch/seal/scripts/build_fm_index.py 2627b0164c92fe46 unverified licence not identified · pointer only
Regulatory Instruments for Fair Personalized Pricing 9 Feb 2022 windxrz/fair-pricing/datasets/utils.py f5643c4025670098 unverified MIT (permissive)
EMScore: Evaluating Video Captioning via Coarse-Grained and Fine-Grained Embedding Matching 17 Nov 2021 shiyaya/emscore/ActivityNet-FOIL_demo.py a63f9e4a3204ce93 ran · our draft was wrong MIT (permissive)
Accelerating Video Object Segmentation with Compressed Video 26 Jul 2021 kai422/covos/covos.py f64a53d8702c4df3 unverified GPL-3.0 (copyleft) · pointer only
VinVL: Revisiting Visual Representations in Vision-Language Models 2 Jan 2021 yaolinli/capenrich/oscar/end_uni_predict.py ad136de5b99f654e ran · our draft was wrong fingerprinted MIT (permissive)
Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning 1 Aug 2020 Cogito2012/UString/script/split_dad.py 6242e10c800afddf unverified MIT (permissive)
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/Hybrid-learn2branch/04_test_hybrid.py e6ac98604045bf21 unverified MIT (permissive)
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/Hybrid-learn2branch/03_train_gcnn_torch.py df842ea8c5a19e80 unverified MIT (permissive)
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/Hybrid-learn2branch/03_train_mlp.py 6bba154b3f9e639b unverified MIT (permissive)
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/Hybrid-learn2branch/04_test_gcnn_torch.py ce3326ede28ef913 unverified MIT (permissive)
Hybrid Models for Learning to Branch 26 Jun 2020 pg2455/Hybrid-learn2branch/04_test_mlp.py b24e2eb594f07e54 unverified MIT (permissive)
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 12 Jun 2020 MSU-MLSys-Lab/arch2vec/models/pretraining_darts.py 8b92c5553aa736fc unverified Apache-2.0 (permissive)
Information in Infinite Ensembles of Infinitely-Wide Neural Networks 20 Nov 2019 ravidziv/info_ntk/info_ntk/datasets.py d10f074d00b7bbdf unverified MIT (permissive)
Hyperbolic Graph Convolutional Neural Networks 28 Oct 2019 identical code first harvested elsewhere e090122661b6e4c2 ran · fixture could not drive it licence of this copy not recorded
Abductive Commonsense Reasoning 15 Aug 2019 seungonekim/abductive-commonsense-reasoning/anlg/evaluation/bert_score/utils.py 94931df06dab4db5 unverified Apache-2.0 (permissive)
BERTScore: Evaluating Text Generation with BERT 21 Apr 2019 cyr19/reproducibility/bert_score/scorer.py 1d48904fd63d4a59 ran · our draft was wrong no licence file found · pointer only
BERTScore: Evaluating Text Generation with BERT 21 Apr 2019 neulab/code-bert-score/code_bert_score/scorer.py 5a7c2e48dc108411 ran · fixture could not drive it MIT (permissive)
BERTScore: Evaluating Text Generation with BERT 21 Apr 2019 Tiiiger/bert_score/bert_score/scorer.py 6fb229c8407fb6c8 ran · our draft was wrong MIT (permissive)
Hyperbolic Neural Networks 23 May 2018 HazyResearch/hgcn/utils/data_utils.py e090122661b6e4c2 ran · fixture could not drive it no licence file found · pointer only
Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks 18 Mar 2017 kimiyoung/transfer/chunking.py a00ea359508e75a1 unverified MIT (permissive)
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset 28 Nov 2016 microsoft/MSMARCO-Passage-Ranking/generateBERTPassageEmbedding.py ab7871c7af226530 unverified MIT (permissive)
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset 28 Nov 2016 dfcf93/MSMARCO/ConversationalSearch/generateQueryEmbeddingsBERT.py 90cfc8bb296d7674 unverified MIT (permissive)
Deep Speech: Scaling up end-to-end speech recognition 17 Dec 2014 anssssss/Vietnamese-Speech-Recognition/src/model.py 232015401802af14 ran · honoured contract no licence file found · pointer only
arXiv:2021.naacl-main.237 alexa/DialoGLUE/data_utils/process_top.py 88ee9d95a46df32b 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