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load_pkl

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

load_pkl appears in the code Syntology harvested for 46 papers, as 29 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 31 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 load_pkl 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 14 of the 29 distinct code bodies named load_pkl; 15 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
0ran · fixture could not drive it
8ran
15unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 47 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

46 papers shown of 46, newest first; 47 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; 4 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
Scientific Theory of a Black-Box: A Life Cycle-Scale XAI Framework Based on Constructive Empiricism added by Syntology 2026-02 (from id) semueller/stobb_cobot/show_example.py 249e1c82fd0a206b unverified no licence file found · pointer only
DPsurv: Dual-Prototype Evidential Fusion for Uncertainty-Aware and Interpretable Whole Slide Image Survival Prediction added by Syntology 28 Sep 2025 YuchengXing99/DPsurv/feature_extraction/panther/networks.py 04fe40b607fbd142 ran · our draft was wrong no licence file found · pointer only
Bridging Graph and State-Space Modeling for Intensive Care Unit Length of Stay Prediction added by Syntology 2025-08 (from id) ShuqiZi1/S2G-Net/src/utils.py cec500afc9a210d2 ran · our draft was wrong MIT (permissive)
OTSurv: A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport 25 Jun 2025 y-research-sbu/otsurv/src/utils/file_utils.py 369ca48ec835bd84 ran · our draft was wrong no licence file found · pointer only
Agentic Keyframe Search for Video Question Answering 20 Mar 2025 fansunqi/akeys/util.py 8080055de6293a6b ran MIT (permissive)
Efficient Diffusion Transformer Policies with Mixture of Expert Denoisers for Multitask Learning 17 Dec 2024 intuitive-robots/MoDE_Diffusion_Policy/mode/datasets/disk_dataset.py 45af63efa9933397 unverified MIT (permissive)
ET-Flow: Equivariant Flow-Matching for Molecular Conformer Generation 29 Oct 2024 shenoynikhil/ETFlow/etflow/commons/io.py 1130080852cd8e61 unverified MIT (permissive)
Multistain Pretraining for Slide Representation Learning in Pathology 5 Aug 2024 mahmoodlab/madeleine/madeleine/utils/file_utils.py 369ca48ec835bd84 ran · our draft was wrong no licence file found · pointer only
Robust Yet Efficient Conformal Prediction Sets 12 Jul 2024 soroushzargar/cas/continous_data/certify.py 04fe40b607fbd142 ran · our draft was wrong no licence file found · pointer only
Stabilized Proximal-Point Methods for Federated Optimization 9 Jul 2024 mlolab/s-dane/src/utils.py 50ab62fb90cfd1a3 ran no licence file found · pointer only
Multimodal Diffusion Transformer: Learning Versatile Behavior from Multimodal Goals 2024-07 (from id) intuitive-robots/mdt_policy/mdt/datasets/disk_dataset.py 3ffdb6fe27bf366d ran MIT (permissive)
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos 29 May 2024 Ziyang412/VideoTree/util.py 8080055de6293a6b ran MIT (permissive)
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology 19 May 2024 mahmoodlab/Panther/src/mil_models/PANTHER/layers.py 369ca48ec835bd84 ran · our draft was wrong licence not identified · pointer only
Transcriptomics-guided Slide Representation Learning in Computational Pathology 19 May 2024 mahmoodlab/tangle/core/utils/learning.py 369ca48ec835bd84 ran · our draft was wrong no licence file found · pointer only
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing 18 May 2024 chengqingyu/ginar/data_solve.py e082ac5df25a6f7f ran no licence file found · pointer only
Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images -- Nevus & Melanoma 16 May 2024 cymichael/roi_detection/utils/file_utils.py 369ca48ec835bd84 ran · our draft was wrong MIT (permissive)
Aligning Language Models to Explicitly Handle Ambiguity 18 Apr 2024 heyjoonkim/APA/utils/data.py ebb499162645d3e9 ran fingerprinted no licence file found · pointer only
Language Repository for Long Video Understanding 21 Mar 2024 kkahatapitiya/langrepo/util.py 8080055de6293a6b ran MIT (permissive)
A Large Language Model Enhanced Sequential Recommender for Joint Video and Comment Recommendation 20 Mar 2024 rucaibox/lsvcr/comment_emb.py 8f2f60a13dce411e ran no licence file found · pointer only
MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology 11 Mar 2024 isyangshu/mambamil/utils/file_utils.py 369ca48ec835bd84 ran · our draft was wrong no licence file found · pointer only
Modularized Networks for Few-shot Hateful Meme Detection 19 Feb 2024 social-ai-studio/mod_hate/src/few_hm_dataset.py 8324318c7428d828 ran no licence file found · pointer only
A Simple LLM Framework for Long-Range Video Question-Answering 28 Dec 2023 ceezh/llovi/util.py 8080055de6293a6b ran MIT (permissive)
Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesis 28 Dec 2023 oppo-us-research/spacetimegaussians/train_imdist.py 04fe40b607fbd142 ran · our draft was wrong no licence file found · pointer only
ViPE: Visualise Pretty-much Everything 16 Oct 2023 hazel1994/vipe/lyric_canvas/utils.py a9b8207663268bf0 ran MIT (permissive)
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme Detection 16 Aug 2023 social-ai-studio/pro-cap/codes/scr/dataset.py 8324318c7428d828 ran no licence file found · pointer only
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples 21 Jul 2023 ryuryukke/OUTFOX/utils/utils.py 04fe40b607fbd142 ran · our draft was wrong Apache-2.0 (permissive)
Resetting the Optimizer in Deep RL: An Empirical Study 30 Jun 2023 devsisters/DQN-tensorflow/dqn/utils.py d49a89bcb28274d4 unverified MIT (permissive)
ArtWhisperer: A Dataset for Characterizing Human-AI Interactions in Artistic Creations 13 Jun 2023 kailas-v/ArtWhisperer/src/utils.py 55402eb95b853a82 unverified MIT (permissive)
ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models 7 Jun 2023 conceptbed/evaluations/extras/get_uncertainty_composition.py f2528a70e167fa80 unverified MIT (permissive)
From Local to Global: Navigating Linguistic Diversity in the African Context 2 May 2023 rashmimarganiatgithub/ICLR2023_Workshop/FastTextLightGBM_ADSYN.py bde792ae5b8d721a ran · our draft was wrong no licence file found · pointer only
Learning to Extrapolate: A Transductive Approach 27 Apr 2023 avivne/bilinear-transduction/envs/adroit_wrapper.py d370d73ba78229f9 unverified MIT (permissive)
Learning to Extrapolate: A Transductive Approach 27 Apr 2023 avivne/bilinear-transduction/utils/util.py 2b1c0d4b4deb30fb unverified MIT (permissive)
InstantAvatar: Learning Avatars from Monocular Video in 60 Seconds 20 Dec 2022 tijiang13/instantavatar/scripts/peoplesnapshot/preprocess_PeopleSnapshot.py 14f03e3b38761f61 ran · our draft was wrong no licence file found · pointer only
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction 4 Nov 2022 ibpa/kglm/src/utils/utils.py 5f35d379d18bcd19 unverified Apache-2.0 (permissive)
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models 4 Mar 2022 meaningful96/satkgc/BRWR/models_LKG.py cec500afc9a210d2 ran · our draft was wrong MIT (permissive)
CALVIN: A Benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation Tasks 6 Dec 2021 mees/calvin/calvin_models/calvin_agent/datasets/disk_dataset.py 3ffdb6fe27bf366d ran MIT (permissive)
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech 19 Nov 2021 asappresearch/slue-toolkit/slue_toolkit/generic_utils.py e29d3eb7f31a6d05 unverified MIT (permissive)
Multi-Factors Aware Dual-Attentional Knowledge Tracing 10 Aug 2021 zmy-9/mf-dakt/pre_question.py 86c9cc8e5430d6c5 ran · our draft was wrong no licence file found · pointer only
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer 2 May 2020 msr-lit/multilingualbias/extrinsic/replicateMLBs/DE/preprocess_de.py 019de8c1d879acd4 unverified MIT recorded; this copy not marked cleared · pointer only
Monocular Real-time Hand Shape and Motion Capture using Multi-modal Data 21 Mar 2020 CalciferZh/minimal-hand/utils.py 7561717c5e734f6b unverified MIT (permissive)
Attention, Learn to Solve Routing Problems! 22 Mar 2018 Rintarooo/VRP_DRL_MHA/PyTorch/config.py b71b6ddb1c0ba51a unverified MIT (permissive)
CREPE: A Convolutional Representation for Pitch Estimation 17 Feb 2018 bpiyush/SoundOfWater/shared/utils/io.py a7be5e2bbedb930e unverified MIT (permissive)
Neural Combinatorial Optimization with Reinforcement Learning 29 Nov 2016 Rintarooo/TSP_DRL_PtrNet/config.py cdefd51f0daf2843 unverified MIT (permissive)
arXiv:2025.findings-acl.352 HKU-MedAI/CTPD/src/cmehr/utils/file_utils.py 369ca48ec835bd84 ran · our draft was wrong MIT (permissive)
arXiv:2025.findings-acl.294 kkahatapitiya/LangRepo/util.py 8080055de6293a6b ran MIT (permissive)
arXiv:2024.emnlp-main.1209 CeeZh/LLoVi/util.py 8080055de6293a6b ran MIT (permissive)
arXiv:2022.acl-long.247 microsoft/biosbias/preprocess.py 019de8c1d879acd4 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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