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unsorted_segment_mean

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

unsorted_segment_mean appears in the code Syntology harvested for 27 papers, as 4 distinct code bodies found in 27 places (a place is one code body under one paper). At least one of them ran in 25 of the papers; 0 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 unsorted_segment_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 2 of the 4 distinct code bodies named unsorted_segment_mean; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 5 of the 27 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

27 papers shown of 27, newest first; 27 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; 2 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
ConTact: Contact-First Antibody CDR Design via Explicit Interface Reasoning added by Syntology 2026-05 (from id) mansoor181/ConTact/model/modules.py 4a152e58abf0c317 ran · our draft was wrong no licence file found · pointer only
PRIME: Protein Representation via Physics-Informed Multiscale Equivariant Hierarchies added by Syntology 2026-05 (from id) HySonLab/PRIME/models/egnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
PAINET: A Principled Efficient Transformer for 3D Dynamics Modeling added by Syntology 2025-10 (from id) Icarus1411/PAINET/model/GMN.py bc66f19be57720e7 ran · fixture could not drive it no licence file found · pointer only
GLGENN: A Novel Parameter-Light Equivariant Neural Networks Architecture Based on Clifford Geometric Algebras 11 Jun 2025 katyafilimoshina/glgenn/models/nbody_glgenn_gnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Fast and Accurate Blind Flexible Docking 20 Feb 2025 qizhipei/fabind/FABind/fabind/models/egnn.py 4a152e58abf0c317 ran · our draft was wrong MIT (permissive)
Training Neural Samplers with Reverse Diffusive KL Divergence 16 Oct 2024 jiajunhe98/DiKL/DiKL/models/egnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Metric Learning for Clifford Group Equivariant Neural Networks 13 Jul 2024 rick-ali/Metric-Learning-for-CGENNs/models/nbody_cggnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics 21 May 2024 ManlioWu/ESTAG/models/model.py 4a152e58abf0c317 ran · our draft was wrong no licence file found · pointer only
MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space 18 Apr 2024 AlgoMole/GeoBFN/core/module/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it no licence file found · pointer only
Clifford Group Equivariant Simplicial Message Passing Networks 15 Feb 2024 congliuuva/clifford-group-equivariant-simplicial-message-passing-networks/csmpn/models/cegnn_utils.py bc66f19be57720e7 ran · fixture could not drive it no licence file found · pointer only
Equivariant Graph Neural Operator for Modeling 3D Dynamics 19 Jan 2024 minkaixu/egno/model/basic.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Geometric-Facilitated Denoising Diffusion Model for 3D Molecule Generation 5 Jan 2024 LEOXC1571/GFMDiff/models/egnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite 28 Sep 2023 vgsatorras/egnn/models/egnn_clean/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Newton-Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems 24 May 2023 zjukg/NCGNN/spatial_graph/models/gcl.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Equivariant Graph Neural Networks for Charged Particle Tracking 11 Apr 2023 ameya1101/equivariant-tracking/utils.py 22dd60ad2b11a4bd unverified Apache-2.0 (permissive)
End-to-End Full-Atom Antibody Design 1 Feb 2023 A4Bio/dyAb/models/modules/dyAb_egnn.py 4a152e58abf0c317 ran · our draft was wrong MIT (permissive)
Interpretable Geometric Deep Learning via Learnable Randomness Injection 30 Oct 2022 Graph-COM/xgdl/src/xgdl/backbones/egnn.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Equivariant Shape-Conditioned Generation of 3D Molecules for Ligand-Based Drug Design 6 Oct 2022 keiradams/squid/models/EGNN.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Conditional Antibody Design as 3D Equivariant Graph Translation 12 Aug 2022 thunlp-mt/mean/models/MCAttGNN/mc_egnn.py 4a152e58abf0c317 ran · our draft was wrong MIT (permissive)
Energy-Motivated Equivariant Pretraining for 3D Molecular Graphs 18 Jul 2022 jiaor17/3D-MGP/mgp/layers/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Equivariant Graph Mechanics Networks with Constraints 12 Mar 2022 hanjq17/gmn/spatial_graph/models/gcl.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
Equivariant Graph Hierarchy-Based Neural Networks 22 Feb 2022 hanjq17/eghn/model/basic.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
SE(3) Equivariant Graph Neural Networks with Complete Local Frames 26 Oct 2021 mouthful/ClofNet/newtonian/clof.py 8cdde82604601731 unverified MIT (permissive)
E(n) Equivariant Graph Neural Networks 19 Feb 2021 oumarkaba/channels_egnn/models/egnn_clean/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 anton-bushuiev/ppiformer/ppiformer/model/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it MIT (permissive)
arXiv:aaai_32074 LirongWu/RAAD/code/modules.py 4a152e58abf0c317 ran · our draft was wrong MIT (permissive)
arXiv:aaai_25978 jiaor17/3D-EMGP/mgp/layers/egnn_clean.py bc66f19be57720e7 ran · fixture could not drive it 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