Home › Code › mean

mean

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

mean appears in the code Syntology harvested for 84 papers, as 44 distinct code bodies found in 85 places (a place is one code body under one paper). At least one of them ran in 53 of the papers; 14 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 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 21 of the 44 distinct code bodies named mean; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
9ran · violated contract
0ran · our draft was wrong
4ran · fixture could not drive it
6ran
23unverified
14fingerprinted

Licence is a property of each copy, so it is counted per place: 29 of the 85 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

84 papers shown of 84, newest first; 85 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 12 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
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning added by Syntology 2026-09 (from id) SalesforceAIResearch/Random-Attention/kvcompress/analysis/analyze_union.py 2971e9e45e0853ea unverified Apache-2.0 (permissive)
The Sparsity Ceiling: Where Spiking Networks Canand Cannot-Trade Activity for Energy added by Syntology 2026-07 (from id) zeyuyuyu/sparsity-ceiling/agg_copy.py 0479fb5f08e12e14 ran fingerprinted MIT (permissive)
Assessing Reliability of Symbol Detection in Concept Bottleneck Models added by Syntology 2026-06 (from id) Fuminides/cbm_sanity/src/symbol_sanity/multihead.py 21eab06f5c9e22db ran · violated contract fingerprinted MIT (permissive)
Adaptive AI Task Partitioning and Safe Offloading in Heterogeneous Edge-Cloud Continuum Akuen Akoi Deng ⋆[0009-0007-6228-3340] , Eimantas Butkus ⋆[0009-0001-5647-0779] , Alfreds Lapkovskis [0009-0003-4424-949X] , and added by Syntology 2026-05 (from id) Akuien/DNN-partitioning-and-Oflloading-framework-REAP/adaptive-framework/split_infer.py 63da45ffd1618ec0 ran · fixture could not drive it fingerprinted MIT (permissive)
An Efficient Spatial Branch-and-Bound Algorithm for Global Optimization of Gaussian Process Posterior Mean Functions added by Syntology 2026-05 (from id) PaulsonLab/PALM-Mean/src/UpperBound.py 3a3adb1a3bb19e20 ran MIT (permissive)
Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents added by Syntology 2026-04 (from id) vasundras/decision-alignment-long-horizon-agents/pilot/run_dpm.py 2971e9e45e0853ea unverified MIT (permissive)
HCRE: LLM-based Hierarchical Classification for Cross-Document Relation Extraction with a Prediction-then-Verification Strategy added by Syntology 2026-04 (from id) XMUDeepLIT/HCRE/inference/utils.py e8b6cf1e9387fc9a ran · violated contract fingerprinted no licence file found · pointer only
Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystems added by Syntology 2026-01 (from id) aloth/verification-crisis/analysis/recompute_published_statistics.py a5a6fcfb0296e11b unverified MIT (permissive)
MRAG: Benchmarking Retrieval-Augmented Generation for Bio-medicine added by Syntology 2026-01 (from id) hendrycks/test/calib_tools.py 0af29c87aa4bd6a8 unverified MIT (permissive)
Topology-Independent Robustness of the Weighted Mean under Label Poisoning Attacks in Heterogeneous Decentralized Learning added by Syntology 2026-01 (from id) pengj97/DLPA/ByrdLab/aggregation.py e8cd9a6e01e497b4 unverified no licence file found · pointer only
APEX: Approximate-but-Exhaustive Search for Ultra-Large Combinatorial Synthesis Libraries added by Syntology 2025-10 (from id) NumerionLabs/apex/apex/nn/scatter.py d27ad721d104ef3f unverified licence not identified · pointer only
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models added by Syntology 2025-08 (from id) ryehr/Consistency/src/tokenization_consistency/metrics.py 4ef553fc5d98847b unverified MIT (permissive)
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization 25 Apr 2025 identical code first harvested elsewhere e8b6cf1e9387fc9a ran · violated contract fingerprinted licence of this copy not recorded
Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora 10 Apr 2025 babylm/evaluation-pipeline/lm_eval/api/metric.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
PSA-SSL: Pose and Size-aware Self-Supervised Learning on LiDAR Point Clouds 18 Mar 2025 TRAILab/PSA-SSL/criterions/lovasz_softmax.py 80b5a150c6e092f7 ran · fixture could not drive it MIT (permissive)
Transformer-Squared: Self-adaptive LLMs 9 Jan 2025 SakanaAI/self-adaptive-llms/tasks/cls.py d00162523239ac86 unverified Apache-2.0 (permissive)
High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study 10 Sep 2024 dut-csj/foundationfss/common/utils.py 2fbd545597570f15 ran fingerprinted Apache-2.0 (permissive)
Second-Order Forward-Mode Automatic Differentiation for Optimization 19 Aug 2024 sri-csl/fomoh/src/fomoh/nn.py 68aa86b28a69f9b3 ran BSD-2-Clause (permissive)
Generalization v.s. Memorization: Tracing Language Models' Capabilities Back to Pretraining Data 20 Jul 2024 EleutherAI/the-pile/processing_scripts/lang_len_analysis_pass2.py 0479fb5f08e12e14 ran fingerprinted MIT (permissive)
3D Geometric Shape Assembly via Efficient Point Cloud Matching 15 Jul 2024 NahyukLEE/pmtr/common/utils.py 2fbd545597570f15 ran fingerprinted no licence file found · pointer only
Generalization Error Matters in Decentralized Learning Under Byzantine Attacks 11 Jul 2024 haoxiangye/BRDSGD-GE/BRDSGD-GE/ByrdLab/aggregation.py e8cd9a6e01e497b4 unverified no licence file found · pointer only
How Do Large Language Models Acquire Factual Knowledge During Pretraining? 17 Jun 2024 kaistai/factual-knowledge-acquisition/analysis/ppl_analysis.py 63cf7ec10b164550 ran · violated contract fingerprinted Apache-2.0 (permissive)
BlockPruner: Fine-grained Pruning for Large Language Models 15 Jun 2024 MrGGLS/BlockPruner/lm_eval/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted no licence file found · pointer only
Proxy Denoising for Source-Free Domain Adaptation 3 Jun 2024 tntek/source-free-domain-adaptation/src/utils/utils.py 6add5f42d9d96584 ran · violated contract fingerprinted no licence file found · pointer only
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation 24 May 2024 ChenJiayi68/DMTNet/common/utils.py 2fbd545597570f15 ran fingerprinted no licence file found · pointer only
Prompt-prompted Adaptive Structured Pruning for Efficient LLM Generation 1 Apr 2024 hdong920/griffin/src/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted no licence file found · pointer only
Evolutionary Optimization of Model Merging Recipes 19 Mar 2024 sakanaai/evolutionary-model-merge/evomerge/eval/metrics.py 63cf7ec10b164550 ran · violated contract fingerprinted Apache-2.0 (permissive)
Learning to Use Tools via Cooperative and Interactive Agents 5 Mar 2024 shizhl/coagents/utilize/utilze.py e630822f7b9d4693 ran no licence file found · pointer only
Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal 2 Mar 2024 DeepLearnXMU/SSR/mmlu_test/calib_tools.py 0af29c87aa4bd6a8 unverified Apache-2.0 (permissive)
VRP-SAM: SAM with Visual Reference Prompt 27 Feb 2024 syp2ysy/vrp-sam/common/utils.py 2fbd545597570f15 ran fingerprinted MIT (permissive)
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation 27 Feb 2024 vision-kek/abcdfss/utils/commonutils.py 2fbd545597570f15 ran fingerprinted no licence file found · pointer only
A Comprehensive Evaluation of Quantization Strategies for Large Language Models 26 Feb 2024 cordercorder/quant_eval/quant/SpQR/lm-evaluation-harness/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted no licence file found · pointer only
Pan-Mamba: Effective pan-sharpening with State Space Model 19 Feb 2024 alexhe101/pan-mamba/pan-sharpening/model/thops.py e5786fcae2918427 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference 14 Feb 2024 hdong920/less/src/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted no licence file found · pointer only
Hydragen: High-Throughput LLM Inference with Shared Prefixes 7 Feb 2024 jordan-benjamin/hydragen/hydragen/utils.py 0479fb5f08e12e14 ran fingerprinted Apache-2.0 (permissive)
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration 23 Jan 2024 identical code first harvested elsewhere ed2a67a7b19a5c07 ran · fixture could not drive it licence of this copy not recorded
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement 25 Dec 2023 jingw193/adaptive_fss/common/utils.py 2fbd545597570f15 ran fingerprinted no licence file found · pointer only
Spherical Frustum Sparse Convolution Network for LiDAR Point Cloud Semantic Segmentation 29 Nov 2023 IRMVLab/SFCNet/SFCNet/network/Lovasz_Softmax.py 80b5a150c6e092f7 ran · fixture could not drive it MIT (permissive)
PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning 15 Nov 2023 ytyz1307zzh/plug/src/translation/translate_together_chatgpt.py 1010d5fc3c98b8e5 ran fingerprinted no licence file found · pointer only
Instruction-Following Evaluation for Large Language Models 14 Nov 2023 josejg/instruction_following_eval/instruction_following_eval/evaluation.py 05d583bc67660802 unverified Apache-2.0 (permissive)
Unexpected Improvements to Expected Improvement for Bayesian Optimization 31 Oct 2023 omerronen/scales/les/analysis/opt_results.py fefc89892209bb98 unverified MIT (permissive)
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds 26 Oct 2023 valeoai/bevcontrast/downstream/train_downstream_semseg.py ed2a67a7b19a5c07 ran · fixture could not drive it licence not identified · pointer only
LAiW: A Chinese Legal Large Language Models Benchmark 9 Oct 2023 dai-shen/laiw/src/financial-evaluation/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata 29 Aug 2023 tmehari/ssm_ecg/code/train_ecg_model.py 76ec45b4b876760c ran · honoured contract MIT (permissive)
RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network 25 Aug 2023 bupt-ai-cz/restnet/common/utils.py 2fbd545597570f15 ran fingerprinted no licence file found · pointer only
Robust Multi-Agent Reinforcement Learning with State Uncertainty 30 Jul 2023 sihongho/robust_marl_with_state_uncertainty/RMA-AC/maddpg/common/tf_util.py 8ebadf88476f8efe unverified no licence file found · pointer only
Okapi: Instruction-tuned Large Language Models in Multiple Languages with Reinforcement Learning from Human Feedback 29 Jul 2023 nlp-uoregon/mlmm-evaluation/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted Apache-2.0 (permissive)
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/ChessGPT/eval/eval_clip/eval_clip_checkmate_in_one.py 0928f497e20fb443 ran · violated contract fingerprinted Apache-2.0 (permissive)
Do prompt positions really matter? 23 May 2023 milliemaoo/prompt-position/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
LiDAR2Map: In Defense of LiDAR-Based Semantic Map Construction Using Online Camera Distillation 22 Apr 2023 songw-zju/LiDAR2Map/map/model/loss/Lovasz_Softmax.py 80b5a150c6e092f7 ran · fixture could not drive it MIT (permissive)
Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams 29 Mar 2023 piresramon/gpt-4-enem/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
RMMDet: Road-Side Multitype and Multigroup Sensor Detection System for Autonomous Driving 9 Mar 2023 OrangeSodahub/CRLFnet/src/site_model/src/LidCamFusion/vis.py b38eacd724df1456 unverified MIT (permissive)
Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks 11 Jan 2023 pkicki/cnp-b/plots_and_stats/plot_air_hockey_hitting_real.py b433888057f05208 unverified MIT (permissive)
Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks 11 Jan 2023 pkicki/cnp-b/plots_and_stats/plot_air_hockey_hitting_simulation.py a8ae03c9567b7ec5 unverified MIT (permissive)
Robust Meta-Representation Learning via Global Label Inference and Classification 22 Dec 2022 isakfalk/mela/meta_learner.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
What is the Solution for State-Adversarial Multi-Agent Reinforcement Learning? 6 Dec 2022 susanbao/rmarl_code/rmarl/maddpg/common/tf_util.py 8ebadf88476f8efe unverified MIT recorded; this copy not marked cleared · pointer only
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation 4 Oct 2022 cv-rits/coarse3d/pc_processor/loss/lovasz_softmax.py bba5ee8fc4344cc0 unverified Apache-2.0 (permissive)
MCTensor: A High-Precision Deep Learning Library with Multi-Component Floating-Point 18 Jul 2022 ydtydr/mctensor/src/MCTensor/MCTensor.py 27f65c89e631de91 ran · honoured contract licence not identified · pointer only
USHER: Unbiased Sampling for Hindsight Experience Replay 3 Jul 2022 schrammlb2/USHER_Implementation/discrete_usher/clean_q_implementation.py e8b6cf1e9387fc9a ran · violated contract fingerprinted no licence file found · pointer only
FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation 18 Oct 2021 matrixgame2018/FEANet/loss_hub/losses/lovasz.py ab905d7b509bc70c unverified MIT (permissive)
A Few More Examples May Be Worth Billions of Parameters 8 Oct 2021 yuvalkirstain/lm-evaluation-harness/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted MIT (permissive)
A Three-Stage Learning Framework for Low-Resource Knowledge-Grounded Dialogue Generation 9 Sep 2021 neukg/kat-tslf/dial/metrics.py e8b6cf1e9387fc9a ran · violated contract fingerprinted MIT (permissive)
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling 11 Aug 2021 jingyunliang/hcflow/codes/models/modules/HCFlowNet_SR_arch.py e5786fcae2918427 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models 8 Jun 2021 chenfengxu714/image2point/core/criterions.py 80b5a150c6e092f7 ran · fixture could not drive it BSD-2-Clause (permissive)
Principled Exploration via Optimistic Bootstrapping and Backward Induction 13 May 2021 rrmenon10/Bootstrapped-DQN/baselines/common/tf_util.py 3dc7f82ede7de679 unverified MIT recorded; this copy not marked cleared · pointer only
Attention Back-end for Automatic Speaker Verification with Multiple Enrollment Utterances 4 Apr 2021 nii-yamagishilab/Attention_Backend_for_ASV/model.py 74f233e6392c3134 unverified BSD-3-Clause (permissive)
Learning Optimal Representations with the Decodable Information Bottleneck 27 Sep 2020 YannDubs/Mini_Decodable_Information_Bottleneck/dib.py 65f37b6c0e79c62c ran · violated contract fingerprinted MIT (permissive)
Measuring Massive Multitask Language Understanding 7 Sep 2020 ollmer/mmlu/calib_tools.py 0af29c87aa4bd6a8 unverified MIT (permissive)
TIDE: A General Toolbox for Identifying Object Detection Errors 18 Aug 2020 dbolya/tide/tidecv/functions.py caf6f29a56ca01cb unverified MIT (permissive)
Geometric compression of invariant manifolds in neural nets 22 Jul 2020 mariogeiger/feature_lazy/exp/feature_lazy.py 8ae298bcdfa4ffe2 ran · violated contract fingerprinted no licence file found · pointer only
Learning to Compose Hypercolumns for Visual Correspondence 21 Jul 2020 juhongm999/dhpf/common/utils.py 25f5aa52cfed5eda unverified Apache-2.0 (permissive)
Meta-Learning Stationary Stochastic Process Prediction with Convolutional Neural Processes 2 Jul 2020 YannDubs/Neural-Process-Family/utils/helpers.py 1ba480fa4f850c03 unverified MIT (permissive)
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge 30 Sep 2019 csinva/local-vae/lib/disentangling-vae/disvae/training.py ef0809bca2dd8069 ran · violated contract fingerprinted MIT (permissive)
The FAST Algorithm for Submodular Maximization 14 Jul 2019 luccote/msm-primal-dual/visuals/objective_visualizer.py f8bab31130ea6b93 ran · violated contract fingerprinted no licence file found · pointer only
Bayesian Optimisation over Multiple Continuous and Categorical Inputs 20 Jun 2019 rubinxin/CoCaBO_code/utils/probability.py 1d129b821885a91c unverified MIT (permissive)
Distributed Prioritized Experience Replay 2 Mar 2018 uber-research/ape-x/tf_util.py 3dc7f82ede7de679 unverified Apache-2.0 (permissive)
Semi-parametric Topological Memory for Navigation 1 Mar 2018 nsavinov/SPTM/src/common/util.py 1eb55fc82e80bf58 unverified MIT (permissive)
Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight 2 Oct 2017 yenchenlin/rl-attack-detection/baselines/common/tf_util.py 3dc7f82ede7de679 unverified MIT recorded; this copy not marked cleared · pointer only
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 baoqianwang/iros22_darl1n/maddpg_o/maddpg_local/trainer/maddpg.py 8ebadf88476f8efe unverified no licence file found · pointer only
In Defense of the Triplet Loss for Person Re-Identification 22 Mar 2017 AsuradaYuci/tripletreid-zhushi/aggregators.py 3d7c7885af720b02 unverified MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 shanglianlm0525/CvPytorch/src/models/unet.py 80b5a150c6e092f7 ran · fixture could not drive it MIT (permissive)
arXiv:openreview_g9G7qyAzki The-Inscrutable-X/CalibratedModelAgnosticCorrectness/utils/calib_tools.py 0af29c87aa4bd6a8 unverified Apache-2.0 (permissive)
arXiv:aaai_28395 yanzq95/SGNet/thops.py e5786fcae2918427 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
arXiv:aaai_16202 3dpose/GnTCN/util/evaluate.py 63cf7ec10b164550 ran · violated contract fingerprinted MIT (permissive)
arXiv:2025.naacl-long.237 nbasyl/LLM-FP4/lm_eval/metrics.py 0928f497e20fb443 ran · violated contract fingerprinted 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".

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