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custom_collate_fn

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

custom_collate_fn appears in the code Syntology harvested for 40 papers, as 40 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 1 of the code bodies carries 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 custom_collate_fn 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 17 of the 40 distinct code bodies named custom_collate_fn; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
10ran
23unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 43 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

40 papers shown of 40, newest first; 43 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; 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
A Theory of Finite-Noise Optima and Generalization in Quantum Machine Learning added by Syntology 2026-08 (from id) dongsnaq/Finite-Noise-Generalization-QML/code/qnir_molecular/model.py 2ce2388871b24883 ran MIT (permissive)
Rethinking the Role of LLMs in Time Series Forecasting added by Syntology 2026-02 (from id) EIT-NLP/LLM4TSF/cross_dataset_learning/inference/model_infer.py ebd109957509a39f unverified no licence file found · pointer only
CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions added by Syntology 2026-02 (from id) whynot-zyl/CloDS/gaussian-mesh-splatting_node/evalute_node.py 17bf8a99307e1ec4 unverified no licence file found · pointer only
LLM Augmented Intervenable Multimodal Adaptor for Post-operative Complication Prediction in Lung Cancer Surgery added by Syntology 2026-01 (from id) KNITPhoenix/MIRACLE/inference.py c5dc1539ad829f5d unverified licence not identified · pointer only
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP 8 May 2025 hanxunh/xtransferbench/evaluations/eval_blip2.py 7662cfed0965f296 ran · our draft was wrong MIT (permissive)
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation 25 Apr 2025 RobRomijnders/noesis/NoEsis/util_data.py b34ef4a96f55b090 unverified MIT (permissive)
Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey 12 Mar 2025 winfredge/t2s/datafactory/dataloader.py 0ff3801deacfdeec unverified Apache-2.0 (permissive)
Long-horizon Visual Instruction Generation with Logic and Attribute Self-reflection 12 Mar 2025 suoych/LIGER/metric_clip_and_text.py 2b486aaf977dbcb0 ran · our draft was wrong MIT (permissive)
Advantage-Guided Distillation for Preference Alignment in Small Language Models 25 Feb 2025 SLIT-AI/ADPA/utils/precompute_logits.py 2275f0a56a14dbe8 ran · our draft was wrong no licence file found · pointer only
Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms 10 Jan 2025 JayC1208/Q-MAML/data.py a4c964558c5b148c unverified MIT (permissive)
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context 22 Dec 2024 ShuaiLYU/MVREC/modules/multi_view_data.py 10fa3f3218177695 unverified Apache-2.0 (permissive)
Text2midi: Generating Symbolic Music from Captions 21 Dec 2024 amaai-lab/text2midi/model/transformer_model.py df9410de11944207 ran · our draft was wrong MIT (permissive)
PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices 5 Nov 2024 zhuhanqing/PACE-Light/core/builder.py 3d3ec2385aaa1939 unverified no licence file found · pointer only
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge 28 Oct 2024 HeewoongNoh/Retrieval-Retro/main_Retrieval_Retro.py 92804f7f32100e13 unverified no licence file found · pointer only
CODES: Benchmarking Coupled ODE Surrogates 28 Oct 2024 robin-janssen/codes-benchmark/codes/surrogates/DeepONet/don_utils.py 83a585d179e6daaa unverified GPL-3.0 (copyleft) · pointer only
In-context learning and Occam's razor 17 Oct 2024 3rdcore/prequentialcode/datasets/interfaces.py 7b19c6e7617f256c ran CC0-1.0 (permissive)
Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition 2 Oct 2024 kaistai/knowledge-entropy/analysis/entropy.py 7d8c6c9d6d724cd8 ran · our draft was wrong Apache-2.0 (permissive)
CLIP-Decoder : ZeroShot Multilabel Classification using Multimodal CLIP Aligned Representation 21 Jun 2024 YCAyca/CLIP_ML_Decoder/src/CLIPdecoder.py be51bb227b6de928 ran · our draft was wrong no licence file found · pointer only
How Do Large Language Models Acquire Factual Knowledge During Pretraining? 17 Jun 2024 identical code first harvested elsewhere 7d8c6c9d6d724cd8 ran · our draft was wrong licence of this copy not recorded
MidiCaps: A large-scale MIDI dataset with text captions 4 Jun 2024 amaai-lab/t2m-inferalign/Text2midi/model/transformer_model.py df9410de11944207 ran · our draft was wrong MIT (permissive)
Generative Pre-trained Speech Language Model with Efficient Hierarchical Transformer 3 Jun 2024 youngsheen/gpst/preprocess/data_handler.py ccda3c47a635f4ba ran no licence file found · pointer only
Task Groupings Regularization: Data-Free Meta-Learning with Heterogeneous Pre-trained Models 26 May 2024 walkerworldpeace/tgr/empirical.py 4db0088e96af2c78 ran Apache-2.0 (permissive)
Learning to Discretize Denoising Diffusion ODEs 24 May 2024 vinhsuhi/ld3/trainer.py 6fc0c975e29ab730 ran no licence file found · pointer only
M$^4$oE: A Foundation Model for Medical Multimodal Image Segmentation with Mixture of Experts 15 May 2024 jefferyjiang-yf/m4oe/trainer.py b0b2988508819808 ran fingerprinted no licence file found · pointer only
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models 19 Apr 2024 FoundationVision/Groma/groma/eval/model_refcocog.py 2a8d2d5ef535755e ran Apache-2.0 (permissive)
6Img-to-3D: Few-Image Large-Scale Outdoor Driving Scene Reconstruction 18 Apr 2024 continental/6img-to-3d/dataloader/dataset_wrapper.py 38bbd7fcb81fe04c unverified BSD-3-Clause (permissive)
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance 4 Apr 2024 bethgelab/frequency_determines_performance/ram_model/image_search_run_rampp.py eada73be057e8407 ran MIT (permissive)
Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks? 4 Apr 2024 chenxshuo/redteaminggpt4v/src/jailbreak_benchmark/evaluation/evaluate.py d196a4ea5f7dd24d ran MIT (permissive)
SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation 24 Nov 2023 menglcool/segic/utils/dataloader.py 4ec8f6e0636fdea3 ran MIT (permissive)
VidChapters-7M: Video Chapters at Scale 25 Sep 2023 antoyang/VidChapters/zs_speechvcg.py c057f6996d2a67d6 unverified MIT (permissive)
VidChapters-7M: Video Chapters at Scale 25 Sep 2023 antoyang/VidChapters/zs_visualvcg.py 3729c17b4ed1c6a4 unverified MIT (permissive)
DriveDreamer: Towards Real-world-driven World Models for Autonomous Driving 18 Sep 2023 jeffwang987/drivedreamer/dreamer-train/projects/DriveDreamer/drivedreamer/samplers.py 08eb13f0c4199c14 unverified Apache-2.0 (permissive)
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language 12 Sep 2022 ai-hpc-research-team/slm4mol/src/utils/xutils.py b55b14ce1d8befcc unverified MIT (permissive)
CoVA: Context-aware Visual Attention for Webpage Information Extraction 24 Oct 2021 kevalmorabia97/cova-web-object-detection/datasets.py d000088734926f4b unverified Apache-2.0 (permissive)
Towards Zero-shot Cross-lingual Image Retrieval and Tagging 15 Sep 2021 FreddeFrallan/Multilingual-CLIP/translation/02_translate_multilingual.py cb1ad92bf1aa4cce unverified MIT (permissive)
Do Feature Attribution Methods Correctly Attribute Features? 27 Apr 2021 YilunZhou/feature-attribution-evaluation/text_rationale_attention/attention_model.py d9277bbec1029b13 ran · our draft was wrong MIT (permissive)
Deep Encoder, Shallow Decoder: Reevaluating Non-autoregressive Machine Translation 18 Jun 2020 snoop2head/Deep-Encoder-Shallow-Decoder/dataset.py 8d980fbded1762a7 unverified MIT (permissive)
Neural Jump Ordinary Differential Equations: Consistent Continuous-Time Prediction and Filtering 8 Jun 2020 HerreraKrachTeichmann/ControlledODERNN/GRU_ODE_Bayes/data_utils_gru_ode_bayes.py 4039617eeaf62d4e unverified MIT (permissive)
arXiv:Pipoli_MissRAG_Addressing_the_Missing_Modality_Challenge_in_Multimodal_Large_Language_ICCV_2025_paper aimagelab/MissRAG/ChatBridge/valor_eval.py e3ac1d798940cf11 unverified Apache-2.0 (permissive)
arXiv:Pipoli_MissRAG_Addressing_the_Missing_Modality_Challenge_in_Multimodal_Large_Language_ICCV_2025_paper aimagelab/MissRAG/ChatBridge/valor_eval_retrieval.py f9a68e6a19b90b62 unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.352 HKU-MedAI/CTPD/src/cmehr/dataset/mimic3_pretraining_datamodule.py aa91672db2e4351e unverified MIT (permissive)
arXiv:2025.findings-acl.352 HKU-MedAI/CTPD/src/cmehr/dataset/mimic4_pretraining_datamodule.py 27f0a65c6fb421f7 unverified MIT (permissive)
arXiv:05519 MengLcool/SEGIC/utils/dataloader.py 4ec8f6e0636fdea3 ran 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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