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masked_mean

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

masked_mean appears in the code Syntology harvested for 74 papers, as 32 distinct code bodies found in 76 places (a place is one code body under one paper). At least one of them ran in 37 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 masked_mean 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 16 of the 32 distinct code bodies named masked_mean; 16 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
11ran · our draft was wrong
2ran · fixture could not drive it
3ran
16unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 76 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

74 papers shown of 74, newest first; 76 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 14 papers added by Syntology; 5 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
Multimodal Knowledge Edit-Scoped Generalization for Online Recursive MLLM Editing added by Syntology 2026-07 (from id) lab-klc/ScopeEdit/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning added by Syntology 2026-06 (from id) SYSUzhouting/Trinity-RFT/trinity/algorithm/utils.py c73c46c929b295a5 ran Apache-2.0 (permissive)
TROPT: An Open Framework for Unifying and Advancing Discrete Text Optimization added by Syntology 2026-06 (from id) matanbt/TROPT/tropt/loss/utils.py c9dc0b93613aa9dd unverified MIT (permissive)
Connect the Dots: Training LLMs for Long-Lifecycle Agents with Cross-Domain Generalization Via Reinforcement Learning added by Syntology 2026-06 (from id) agentscope-ai/Trinity-RFT/trinity/algorithm/utils.py c73c46c929b295a5 ran Apache-2.0 (permissive)
Self-Distilled Agentic Reinforcement Learning added by Syntology 2026-05 (from id) ZJU-REAL/SDAR/verl/trainer/ppo/sdar_utils.py d0bcd263d8c97d38 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization added by Syntology 2026-05 (from id) Hyalinesky/DGAO/trl/core.py 4f7075aac2163cbc ran fingerprinted Apache-2.0 (permissive)
Learning Transferable Sensor Models via Language-Informed Pretraining added by Syntology 2026-03 (from id) yuc0805/SLIP/modeling_slip.py 94387b4e748f7f0b unverified no licence file found · pointer only
Training-Free Coverless Multi-Image Steganography with Access Control added by Syntology 2026-03 (from id) Minyeol/MIDAS/ip_adapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Multiplicative Orthogonal Sequential Editing for Language Models added by Syntology 2026-01 (from id) famoustourist/MOSE/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
AgentScope, Tongyi Lab R 3 L: Reflect-then-Retry Reinforcement Learning with Language-Guided Exploration, Pivotal Credit, and Positive Amplification added by Syntology 2026-01 (from id) shiweijiezero/R3L/trinity/algorithm/utils.py 514a8131ed22efc6 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs added by Syntology 2025-10 (from id) modelscope/Trinity-RFT/trinity/algorithm/utils.py c73c46c929b295a5 ran Apache-2.0 (permissive)
DRPO: Efficient Reasoning via Decoupled Reward Policy Optimization added by Syntology 2025-10 (from id) Optimization-AI/DRPO/verl/verl/trainer/ppo/core_algos.py 1ab358e6ebe32a98 ran · our draft was wrong fingerprinted MIT (permissive)
Iterative Prompt Refinement for Safer Text-to-Image Generation added by Syntology 2025-09 (from id) ku-dmlab/IPR/trl/core.py 4f7075aac2163cbc ran fingerprinted Apache-2.0 (permissive)
MUSE: Multi-Subject Unified Synthesis via Explicit Layout Semantic Expansion added by Syntology 2025-08 (from id) pf0607/MUSE/adapter_modules/resampler.py 230588e8f1237737 unverified MIT (permissive)
arXiv:2507.09102 2025-07 (from id) wdttt/PointSD/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Steering LLM Thinking with Budget Guidance 16 Jun 2025 umass-embodied-agi/budgetguidance/3rdparty/trl/trl/core.py 4f7075aac2163cbc ran fingerprinted MIT (permissive)
Lorentz Local Canonicalization: How to Make Any Network Lorentz-Equivariant 26 May 2025 heidelberg-hepml/lloca-experiments/experiments/baselines/pelican/perm_equiv_layers.py 306f4b58319c02bc ran · our draft was wrong fingerprinted MIT (permissive)
Be Careful When Fine-tuning On Open-Source LLMs: Your Fine-tuning Data Could Be Secretly Stolen! 21 May 2025 thu-coai/backdoor-data-extraction/train/trl/core.py 4f7075aac2163cbc ran fingerprinted MIT (permissive)
How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study 21 May 2025 thu-coai/lrm-safety-study/trl/trl/core.py 4f7075aac2163cbc ran fingerprinted MIT (permissive)
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language Models 14 May 2025 xiwenc1/dra-grpo/src/open_r1/trl/core.py 4f7075aac2163cbc ran fingerprinted MIT (permissive)
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models 28 Apr 2025 minnesotanlp/mpo/trl/core.py 4f7075aac2163cbc ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning 25 Mar 2025 agent-rl/research/src/verl/trainer/ppo/core_algos.py 514a8131ed22efc6 ran · our draft was wrong fingerprinted MIT (permissive)
From Demonstrations to Rewards: Alignment Without Explicit Human Preferences 15 Mar 2025 Hong-Lab-UMN-ECE/IRLAlignment/summarize_from_feedback_details/data_pairing.py 16655f3447355899 ran fingerprinted MIT (permissive)
The Mirage of Model Editing: Revisiting Evaluation in the Wild 16 Feb 2025 wanliyoung/revisit-editing-evaluation/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it Apache-2.0 (permissive)
Decoding-based Regression 31 Jan 2025 google-research/optformer/optformer/embed_then_regress/metrics.py 95ddda1ccba27e85 unverified Apache-2.0 (permissive)
PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation 4 Dec 2024 hqhqaq/patchdpo/ip_adapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Matryoshka: Learning to Drive Black-Box LLMs with LLMs 28 Oct 2024 lichangh20/Matryoshka/models/utils.py a68c73a9ac646069 unverified no licence file found · pointer only
Should We Really Edit Language Models? On the Evaluation of Edited Language Models 24 Oct 2024 zjunlp/EasyEdit/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
Can Knowledge Editing Really Correct Hallucinations? 21 Oct 2024 llm-editing/HalluEditBench/code/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it no licence file found · pointer only
Story-Adapter: A Training-free Iterative Framework for Long Story Visualization 8 Oct 2024 jwmao1/story-adapter/ip_adapter/resampler.py 230588e8f1237737 unverified MIT (permissive)
Image Watermarks are Removable Using Controllable Regeneration from Clean Noise 7 Oct 2024 yepengliu/ctrlregen/train/ip_adapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Follow-Your-Canvas: Higher-Resolution Video Outpainting with Extensive Content Generation 2 Sep 2024 mayuelala/followyourcanvas/animatediff/models/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Can Editing LLMs Inject Harm? 29 Jul 2024 llm-editing/editing-attack/code/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
DiffStega: Towards Universal Training-Free Coverless Image Steganography with Diffusion Models 15 Jul 2024 evtricks/DiffStega/ip_adapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
Composable Interventions for Language Models 9 Jul 2024 hartvigsen-group/composable-interventions/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it no licence file found · pointer only
FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds 1 Jul 2024 open-mmlab/foleycrafter/foleycrafter/models/adapters/resampler.py 230588e8f1237737 unverified Apache-2.0 (permissive)
StyleShot: A Snapshot on Any Style 1 Jul 2024 open-mmlab/StyleShot/ip_adapter/resampler.py 230588e8f1237737 unverified MIT (permissive)
Uni-Mol2: Exploring Molecular Pretraining Model at Scale 21 Jun 2024 dptech-corp/Uni-Mol/unimol_plus/inference.py 698e12d1755a5461 ran · our draft was wrong fingerprinted MIT (permissive)
In-Context Editing: Learning Knowledge from Self-Induced Distributions 17 Jun 2024 bigai-ai/ICE/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it no licence file found · pointer only
Unpacking DPO and PPO: Disentangling Best Practices for Learning from Preference Feedback 13 Jun 2024 hamishivi/EasyLM/EasyLM/models/llama/llama_train_ppo.py 7125896060f86225 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Zero-shot Image Editing with Reference Imitation 11 Jun 2024 ali-vilab/MimicBrush/mimicbrush/resampler.py 230588e8f1237737 unverified Apache-2.0 (permissive)
MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance 11 Jun 2024 MS-Diffusion/MS-Diffusion/msdiffusion/models/projection.py 230588e8f1237737 unverified MIT (permissive)
LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videos 22 May 2024 magic-research/lightningdrag/models/resampler.py 230588e8f1237737 unverified Apache-2.0 (permissive)
ID-Animator: Zero-Shot Identity-Preserving Human Video Generation 23 Apr 2024 id-animator/id-animator/ID-Animator/faceadapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation 3 Apr 2024 instantstyle/instantstyle/ip_adapter/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
The N+ Implementation Details of RLHF with PPO: A Case Study on TL;DR Summarization 24 Mar 2024 vwxyzjn/summarize_from_feedback_details/summarize_from_feedback_details/ppo.py 16655f3447355899 ran fingerprinted MIT (permissive)
I2V-Adapter: A General Image-to-Video Adapter for Diffusion Models 27 Dec 2023 KwaiVGI/I2V-Adapter/src/models/ip_adapter.py 230588e8f1237737 unverified no licence file found · pointer only
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding 7 Dec 2023 TencentARC/PhotoMaker/photomaker/resampler.py 230588e8f1237737 unverified no licence file found · pointer only
19 Parameters Is All You Need: Tiny Neural Networks for Particle Physics 24 Oct 2023 abogatskiy/PELICAN-nano/src/layers/perm_equiv_layers.py 306f4b58319c02bc ran · our draft was wrong fingerprinted MIT (permissive)
Untying the Reversal Curse via Bidirectional Language Model Editing 16 Oct 2023 mjy1111/bake/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it no licence file found · pointer only
Node-Aligned Graph-to-Graph (NAG2G): Elevating Template-Free Deep Learning Approaches in Single-Step Retrosynthesis 27 Sep 2023 dptech-corp/nag2g/unimol_plus/inference.py 698e12d1755a5461 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models 13 Aug 2023 tencent-ailab/ip-adapter/ip_adapter/resampler.py 230588e8f1237737 unverified Apache-2.0 (permissive)
SNAP: Self-Supervised Neural Maps for Visual Positioning and Semantic Understanding 8 Jun 2023 google-research/snap/snap/models/layers.py c1386112ff3f93ea unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Preference-grounded Token-level Guidance for Language Model Fine-tuning 1 Jun 2023 yinyueqin/denserewardrlhf-ppo/denserlhf/trainer/ppo_utils/experience_maker.py bff9c1af0e65b23b ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
HugNLP: A Unified and Comprehensive Library for Natural Language Processing 28 Feb 2023 hugailab/hugnlp/loss/rl_loss.py 58d722395c4aab62 unverified Apache-2.0 (permissive)
Exploiting modality-invariant feature for robust multimodal emotion recognition with missing modalities 27 Oct 2022 zhuoyulang/if-mmin/models/MISA_model.py 0953c66f6d265ad1 unverified MIT (permissive)
Memory-Based Model Editing at Scale 13 Jun 2022 eric-mitchell/serac/algs/rep.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
Analyzing Modality Robustness in Multimodal Sentiment Analysis 30 May 2022 declare-lab/msa-robustness/MISA/src/models.py 0953c66f6d265ad1 unverified Apache-2.0 (permissive)
Unsupervised Uncertainty Measures of Automatic Speech Recognition for Non-intrusive Speech Intelligibility Prediction 8 Apr 2022 claritychallenge/clarity/clarity/predictor/torch_stoi.py 0094c3e7adc92d94 unverified MIT (permissive)
Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning 26 Feb 2022 sh0416/clrcmd/src/clrcmd/models.py 64dbc58af5081065 ran · our draft was wrong licence not identified · pointer only
Learning to Synthesize Programs as Interpretable and Generalizable Policies 31 Aug 2021 clvrai/leaps/pretrain/models.py 6f0e0c50d69a79bf ran · our draft was wrong fingerprinted MIT (permissive)
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization 23 Jun 2021 lucidrains/charformer-pytorch/charformer_pytorch/charformer_pytorch.py 830a1e254dcbecbe ran · our draft was wrong MIT (permissive)
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization 23 Jun 2021 lucidrains/charformer-pytorch/charformer_pytorch/charformer_pytorch.py a32cff24bac6b0fd ran · our draft was wrong MIT (permissive)
E(n) Equivariant Normalizing Flows 19 May 2021 vgsatorras/en_flows/flows/actnorm.py 8962235781b3dcfe unverified MIT (permissive)
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis 7 May 2020 declare-lab/MISA/src/models.py 0953c66f6d265ad1 unverified MIT (permissive)
Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention 18 Nov 2019 VSainteuf/pytorch-psetae/models/pse.py c52522b54f80fbc4 ran · fixture could not drive it MIT (permissive)
Dual-Stream Pyramid Registration Network 26 Sep 2019 olddriverjinx/reimplemention-of-dual-prnet/network/framework.py d3971ed2df2141bf unverified MIT (permissive)
Interactive Language Learning by Question Answering 28 Aug 2019 xingdi-eric-yuan/qait_public/layers.py 4feae955776e4043 unverified MIT recorded; this copy not marked cleared · pointer only
Recursive Cascaded Networks for Unsupervised Medical Image Registration 29 Jul 2019 microsoft/Recursive-Cascaded-Networks/network/framework.py d3971ed2df2141bf unverified MIT (permissive)
Recursive Cascaded Networks for Unsupervised Medical Image Registration 29 Jul 2019 w19787/Recursive-Cascaded-Networks-TF2.0/network/framework.py 650bb46908cc826f unverified MIT recorded; this copy not marked cleared · pointer only
MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization 12 Oct 2018 megagonlabs/coop/coop/models/bimeanvae.py c63410f579183876 unverified BSD-3-Clause (permissive)
Soft-DTW: a Differentiable Loss Function for Time-Series 5 Mar 2017 Maghoumi/DeepNAG/models/hausdorff_distance.py f405ce4fd7400a67 unverified MIT (permissive)
arXiv:aaai_32483 nailwatts/FNIN/training_utils/loss_functions.py cd3f4dd6be0e3dd3 unverified Apache-2.0 (permissive)
arXiv:aaai_25276 JinxLv/One-shot-segmentation-via-IST/network/framework.py d3971ed2df2141bf unverified Apache-2.0 (permissive)
arXiv:Zeng_Visual-Oriented_Fine-Grained_Knowledge_Editing_for_MultiModal_Large_Language_Models_ICCV_2025_paper zeng-zhen/FGVEdit/easyeditor/trainer/losses.py e078eeed20f03838 ran · fixture could not drive it MIT (permissive)
arXiv:Duan_UNIC-Adapter_Unified_Image-instruction_Adapter_with_Multi-modal_Transformer_for_Image_Generation_CVPR_2025_paper unity-research/IP-Adapter-Instruct/ip_adapter/resampler.py 230588e8f1237737 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".

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