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reduce_sum

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

reduce_sum appears in the code Syntology harvested for 34 papers, as 14 distinct code bodies found in 34 places (a place is one code body under one paper). At least one of them ran in 28 of the papers; 6 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 reduce_sum 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 8 of the 14 distinct code bodies named reduce_sum; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
3ran
6unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 34 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

34 papers shown of 34, newest first; 34 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; 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
The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models 9 Oct 2024 EIT-NLP/AccuracyParadox-RLHF/fgrlhf/utils.py 5874b0a8910897fd ran · our draft was wrong fingerprinted MIT (permissive)
GR-MG: Leveraging Partially Annotated Data via Multi-Modal Goal-Conditioned Policy 26 Aug 2024 bytedance/GR-MG/goal_gen/utils/dist_train.py d8f7af433a3feb75 ran fingerprinted Apache-2.0 (permissive)
G2Face: High-Fidelity Reversible Face Anonymization via Generative and Geometric Priors 18 Aug 2024 harxis/g2face/model/style/non_leaking.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Training Language Models to Generate Text with Citations via Fine-grained Rewards 6 Feb 2024 hcy123902/atg-w-fg-rw/fgrlhf/utils.py 5874b0a8910897fd ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Drug Discovery with Dynamic Goal-aware Fragments 2 Oct 2023 seullee05/geam/model/ac.py 65ceccc035ea7b4a ran MIT (permissive)
LayoutGPT: Compositional Visual Planning and Generation with Large Language Models 24 May 2023 weixi-feng/layoutgpt/gligen/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Learning from Mistakes via Cooperative Study Assistant for Large Language Models 23 May 2023 dqwang122/salam/src/utils/utils.py 5874b0a8910897fd ran · our draft was wrong fingerprinted MIT (permissive)
StyleAvatar: Real-time Photo-realistic Portrait Avatar from a Single Video 1 May 2023 lizhenwangt/styleavatar/styleavatar/distributed.py 3f0a1105ef251d78 ran fingerprinted BSD-2-Clause (permissive)
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation 15 Apr 2023 yunqing-me/RICK/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
UniDistill: A Universal Cross-Modality Knowledge Distillation Framework for 3D Object Detection in Bird's-Eye View 27 Mar 2023 megvii-research/cvpr2023-unidistill/unidistill/exps/multisensor_fusion/nuscenes/BEVFusion/BEVFusion_nuscenes_centerhead_camera_exp_distill_fusion.py 350276fe38eb1d9f ran · honoured contract fingerprinted Apache-2.0 (permissive)
Trajectory-Aware Eligibility Traces for Off-Policy Reinforcement Learning 26 Jan 2023 brett-daley/trajectory-aware-etraces/trajectory_aware_etraces/algorithms/algorithms.py 6addba60737c1bdf ran · honoured contract MIT (permissive)
ClarifyDelphi: Reinforced Clarification Questions with Defeasibility Rewards for Social and Moral Situations 20 Dec 2022 allenai/clarifydelphi/Code/utils/utils.py 5874b0a8910897fd ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Paint by Example: Exemplar-based Image Editing with Diffusion Models 23 Nov 2022 LonglongaaaGo/EXE-GAN/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Few-shot Image Generation via Adaptation-Aware Kernel Modulation 29 Oct 2022 yunqing-me/AdAM/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering 6 Oct 2022 liujch1998/rainier/rainier/ppo.py 5874b0a8910897fd ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CoordGAN: Self-Supervised Dense Correspondences Emerge from GANs 30 Mar 2022 NVlabs/CoordGAN/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
GIRAFFE HD: A High-Resolution 3D-aware Generative Model 28 Mar 2022 austinxy/giraffehd/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
One-Shot Adaptation of GAN in Just One CLIP 17 Mar 2022 anon96652/oneshotclip/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation 22 Oct 2021 songquanpeng/BlendGAN/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Alias-Free Generative Adversarial Networks 23 Jun 2021 jychoi118/toward_spatial_unbiased/distributed.py 3f0a1105ef251d78 ran fingerprinted Apache-2.0 (permissive)
Color2Embed: Fast Exemplar-Based Image Colorization using Color Embeddings 15 Jun 2021 zhaohengyuan1/Color2Style/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Closed-Form Factorization of Latent Semantics in GANs 13 Jul 2020 akashgit/stylegan2_wt/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Analyzing and Improving the Image Quality of StyleGAN 3 Dec 2019 alekseynp/stylegan2-pytorch/distributed.py 3f0a1105ef251d78 ran fingerprinted MIT (permissive)
Implicit competitive regularization in GANs 13 Oct 2019 devzhk/Implicit-Competitive-Regularization/distributed.py 3f0a1105ef251d78 ran fingerprinted Apache-2.0 (permissive)
FCOS: Fully Convolutional One-Stage Object Detection 2 Apr 2019 lijain/FCOS-change/fcos_core/modeling/rpn/fcos/loss.py 73567c93e91cf2f7 ran · violated contract fingerprinted no licence file found · pointer only
Transferable Adversarial Attacks for Image and Video Object Detection 30 Nov 2018 LiangSiyuan21/Adversarial-Attacks-for-Image-and-Video-Object-Detection/img_attack_with_attention/attacks.py adf70cc0c6fe2f98 ran · our draft was wrong fingerprinted no licence file found · pointer only
Unrestricted Adversarial Examples 22 Sep 2018 google/unrestricted-adversarial-examples/unrestricted-advex/unrestricted_advex/cleverhans_fast_spatial_attack.py 85f5496634b03c85 unverified Apache-2.0 (permissive)
Image Super-Resolution Using Very Deep Residual Channel Attention Networks 8 Jul 2018 Lornatang/CSNLN-PyTorch/model.py f9555708bbf55bd4 unverified Apache-2.0 (permissive)
Knowledge Distillation with Adversarial Samples Supporting Decision Boundary 15 May 2018 bhheo/BSS_distillation/attacks/helpers.py adf70cc0c6fe2f98 ran · our draft was wrong fingerprinted MIT (permissive)
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning 31 Oct 2017 oxwhirl/treeqn/treeqn/utils/einsum.py 72f7be00854ce2c7 unverified MIT (permissive)
Technical Report on the CleverHans v2.1.0 Adversarial Examples Library 3 Oct 2016 HowToMakeABomb101/Hot2MakeAB0mbSite/cleverhans/compat.py 00cd3e75427d261a unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:aaai_26347 bytedance/LargeBatchCTR/deepctr/layers/utils.py 605183921d261134 unverified Apache-2.0 (permissive)
arXiv:Guo_Painting_From_Part_ICCV_2021_paper zhenglab/partpainting/src/utils.py 45bab21a683f3dd7 unverified MIT (permissive)
arXiv:Guo_Knowledge_Distillation_for_6D_Pose_Estimation_by_Aligning_Distributions_of_CVPR_2023_paper GUOShuxuan/kd-6d-pose-adlp/losses/loss.py 73567c93e91cf2f7 ran · violated contract fingerprinted 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