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symmetrize

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

symmetrize appears in the code Syntology harvested for 19 papers, as 13 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 5 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 symmetrize 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 5 of the 13 distinct code bodies named symmetrize; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
2ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
8unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 19 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

19 papers shown of 19, newest first; 19 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 8 papers added by Syntology. 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
Chamaileon: Cross-Context Binder Design with Contextualized Modeling and Mixed Sampling added by Syntology 2026-07 (from id) caohengyuan/Chamaileon/colabdesign/esm_msa/modules.py 33dd253d7169953c unverified Apache-2.0 (permissive)
Contextualizing Biological Language Models across Modalities via Logit-Space Contrastive Alignment added by Syntology 2026-06 (from id) facebookresearch/esm/esm/modules.py b385be9826c4a8b3 ran · violated contract fingerprinted MIT (permissive)
Differential Privacy of Gaussian Process Posterior Sampling added by Syntology 2026-06 (from id) tmaciazek/gaussian_process_dp/prior_average_gridsearch_exp_excursion_set_bce_L_release.py 77a789f8d30dc5ed ran fingerprinted MIT (permissive)
The Reverse Telescoping Coordinate System for Positive Definite Matrices: Geometry, Computation, and Generative Modeling added by Syntology 2026-06 (from id) anindyabhadra/RT_SPD/basic_rt/rt_core.py 0fb7c31d032456c9 ran · honoured contract fingerprinted MIT (permissive)
Symmetry-Compatible Principle for Optimizer Design: Embeddings, LM Heads, SwiGLU MLPs, and MoE Routers added by Syntology 2026-05 (from id) timlautk/equivariant_optimizers/optim/leftpolargrad.py 3fba78841d11b568 ran · violated contract fingerprinted MIT (permissive)
Deep Learning for Protein Complex Prediction and Design by added by Syntology 2026-05 (from id) zw2x/glinter/glinter/esm_embed/modules.py b385be9826c4a8b3 ran · violated contract fingerprinted no licence file found · pointer only
Collective Kernel EFT for Pre-activation ResNets: Exact Block Law and Finite Validity Window of G-only Closure added by Syntology 2026-04 (from id) kavvase/resnet_eft/src/resnet_eft/backend.py 7178642fe015d295 unverified MIT (permissive)
The Gaussian-Head OFL Family: One-Shot Federated Learning from Client Global Statistics added by Syntology 2026-02 (from id) FabioTur-dev/One-Shot-FL/server/GH_OFL_server.py 6613c4330f785f3b ran · our draft was wrong fingerprinted no licence file found · pointer only
ProteinGPT: Multimodal LLM for Protein Property Prediction and Structure Understanding 21 Aug 2024 ProteinGPT/ProteinGPT/src/esm/modules.py b385be9826c4a8b3 ran · violated contract fingerprinted MIT (permissive)
BEACON: Benchmark for Comprehensive RNA Tasks and Language Models 14 Jun 2024 terry-r123/rnabenchmark/model/rnalm/modeling_rnalm.py b385be9826c4a8b3 ran · violated contract fingerprinted Apache-2.0 (permissive)
Building the Bridge of Schrödinger: A Continuous Entropic Optimal Transport Benchmark 16 Jun 2023 ngushchin/entropicotbenchmark/benchmark/distributions.py c1eb471d75746958 unverified MIT (permissive)
Landmark-free Statistical Shape Modeling via Neural Flow Deformations 14 Sep 2022 davecasp/flowssm/shapeflow/layers/deformation_layer.py 30748540875d14ec unverified MIT (permissive)
Exploring evolution-aware & -free protein language models as protein function predictors 14 Jun 2022 elttaes/revisiting-plms/ESM-1b_Pretrain/esm/modules.py b385be9826c4a8b3 ran · violated contract fingerprinted MIT (permissive)
Wasserstein Iterative Networks for Barycenter Estimation 28 Jan 2022 iamalexkorotin/wassersteiniterativenetworks/src/bar_benchmark.py 06fde2e68ab125fa unverified MIT (permissive)
Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning 4 Jun 2021 oatml-markslab/proteinnpt/proteinnpt/utils/esm/modules.py b385be9826c4a8b3 ran · violated contract fingerprinted MIT (permissive)
Do Neural Optimal Transport Solvers Work? A Continuous Wasserstein-2 Benchmark 3 Jun 2021 iamalexkorotin/Wasserstein2Barycenters/src/benchmarks.py c1eb471d75746958 unverified MIT (permissive)
Scaling Scaling Laws with Board Games 7 Apr 2021 andyljones/boardlaw/boardlaw/elos.py 834bf0198db420c4 unverified MIT (permissive)
MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning 30 Jun 2020 ElisevanderPol/symmetrizer/symmetrizer/ops/ops.py 772c37cc22f9d339 unverified MIT (permissive)
Data-driven, interpretable photometric redshifts trained on heterogeneous and unrepresentative data 2016-12 (from id) ixkael/Delight/delight/utils.py e546f98e1af5673c unverified 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