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sum_except_batch

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

sum_except_batch appears in the code Syntology harvested for 25 papers, as 9 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 22 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 sum_except_batch 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 6 of the 9 distinct code bodies named sum_except_batch; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 9 of the 30 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

25 papers shown of 25, newest first; 30 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 5 papers added by Syntology; 1 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
Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion added by Syntology 2026-07 (from id) shervinkhalafi/graph_conv_att/src/tmgg/diffusion/diffusion_math.py a76116170bb86ac3 ran fingerprinted EUPL-1.2 (copyleft) · pointer only
Autoregressive Boltzmann Generators added by Syntology 2026-06 (from id) danyalrehman/autobg/src/models/utils.py 2cee3f8f2583fd9d ran fingerprinted licence not identified · pointer only
Uncertainty-Calibrated Diffusion for Reliable 3D Molecular Graph Generation added by Syntology 2026-06 (from id) jiuguaiwf/UCD/edm/qm9/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
CDMT-EHR: A Continuous-Time Diffusion Framework for Generating Mixed-Type Time-Series Electronic Health Records added by Syntology 2026-03 (from id) MuhangTian/TimeDiff/models/ETDiff/mixed_diffusion.py 5eb945b1f970f6af ran · our draft was wrong fingerprinted no licence file found · pointer only
Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number added by Syntology 2025-09 (from id) CMACH508/PAFlow/models/en_diffusion.py 076381011e4298d5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number added by Syntology 2025-09 (from id) CMACH508/PAFlow/models/utils.py 2cee3f8f2583fd9d ran fingerprinted no licence file found · pointer only
Chemistry-Inspired Diffusion with Non-Differentiable Guidance 9 Oct 2024 A-Chicharito-S/ChemGuide/qm9/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
SymDiff: Equivariant Diffusion via Stochastic Symmetrisation 8 Oct 2024 leozhangML/SymDiff/qm9/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation 23 Jul 2024 shimazing/CloudFixer/utils/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
Fast 3D Molecule Generation via Unified Geometric Optimal Transport 24 May 2024 HaokaiHong/GOAT/models/goat.py 076381011e4298d5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Graph Diffusion Transformers for Multi-Conditional Molecular Generation 24 Jan 2024 liugangcode/MCD/graph_dit/diffusion/diffusion_utils.py 2cee3f8f2583fd9d ran fingerprinted no licence file found · pointer only
Image Inpainting via Tractable Steering of Diffusion Models 28 Nov 2023 ucla-starai/tiramisu/controlled_img_modeling/latent_transformer_2d/diffusion_transformer.py 5eb945b1f970f6af ran · our draft was wrong fingerprinted no licence file found · pointer only
Pyramid Diffusion for Fine 3D Large Scene Generation 20 Nov 2023 Yuheng-SWJTU/pyramid-discrete-diffusion/models/conditional_diffusion/con_diffusion.py 5eb945b1f970f6af ran · our draft was wrong fingerprinted MIT (permissive)
RetroBridge: Modeling Retrosynthesis with Markov Bridges 30 Aug 2023 igashov/retrobridge/src/frameworks/diffusion_utils.py 2cee3f8f2583fd9d ran fingerprinted no licence file found · pointer only
Graph Denoising Diffusion for Inverse Protein Folding 29 Jun 2023 ykiiiiii/GraDe_IF/diffusion/utils.py 2cee3f8f2583fd9d ran fingerprinted MIT (permissive)
Efficient and Degree-Guided Graph Generation via Discrete Diffusion Modeling 6 May 2023 tufts-ml/graph-generation-EDGE/diffusion/diffusion_base.py 38d8ef27c0f4b98a ran · our draft was wrong fingerprinted MIT (permissive)
Geometric Latent Diffusion Models for 3D Molecule Generation 2 May 2023 rlacombe/accgeoldm/qm9/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
Diffusion Probabilistic Models for Scene-Scale 3D Categorical Data 2 Jan 2023 zoomin-lee/scene-scale-diffusion/layers/Voxel_Level/Con_Diffusion.py 5eb945b1f970f6af ran · our draft was wrong fingerprinted MIT (permissive)
Improved Vector Quantized Diffusion Models 31 May 2022 microsoft/vq-diffusion/image_synthesis/modeling/transformers/diffusion_transformer.py 5eb945b1f970f6af ran · our draft was wrong fingerprinted MIT (permissive)
Equivariant Diffusion for Molecule Generation in 3D 31 Mar 2022 ehoogeboom/e3_diffusion_for_molecules/equivariant_diffusion/en_diffusion.py 076381011e4298d5 ran · our draft was wrong fingerprinted MIT (permissive)
Equivariant Diffusion for Molecule Generation in 3D 31 Mar 2022 ehoogeboom/e3_diffusion_for_molecules/equivariant_diffusion/utils.py 2cee3f8f2583fd9d ran fingerprinted MIT (permissive)
Equivariant Diffusion for Molecule Generation in 3D 31 Mar 2022 ehoogeboom/e3_diffusion_for_molecules/qm9/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
CURTAINs for your Sliding Window: Constructing Unobserved Regions by Transforming Adjacent Intervals 2022-03 (from id) sambklein/CURTAINS/models/cathode_flows.py 68419341a6380e20 unverified MIT (permissive)
Classifying Anomalies THrough Outer Density Estimation (CATHODE) 2021-09 (from id) uhh-pd-ml/sk_cathode/sk_cathode/generative_models/flows.py 0286a0665361e516 unverified MIT (permissive)
E(n) Equivariant Normalizing Flows 19 May 2021 vgsatorras/en_flows/flows/ffjord.py 076381011e4298d5 ran · our draft was wrong fingerprinted MIT (permissive)
E(n) Equivariant Normalizing Flows 19 May 2021 vgsatorras/en_flows/flows/utils.py 2cee3f8f2583fd9d ran fingerprinted MIT (permissive)
E(n) Equivariant Normalizing Flows 19 May 2021 vgsatorras/en_flows/dw4_experiment/losses.py 90c529ca8e85d3db ran fingerprinted MIT (permissive)
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions 10 Feb 2021 YuzheZhang-1999/DiffTSR/model/TDM/models/diffusion_multinomial.py 38d8ef27c0f4b98a ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows 6 Jul 2020 revsic/tf-survae-flows/survaeflow/utils.py d29caa5dfe0cdcf7 unverified MIT (permissive)
arXiv:Gu_Vector_Quantized_Diffusion_Model_for_Text-to-Image_Synthesis_CVPR_2022_paper cientgu/VQ-Diffusion/image_synthesis/modeling/transformers/diffusion_transformer.py 5eb945b1f970f6af ran · our draft was wrong 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