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MoE

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

MoE appears in the code Syntology harvested for 10 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 2 of the papers; 1 of the code bodies carries 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 MoE 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 10 distinct code bodies named MoE; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 2 of the 10 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

10 papers shown of 10, newest first; 10 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. 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
Domain-Specialized Object Detection via Model-Level Mixtures of Experts added by Syntology 2026-04 (from id) KASTEL-MobilityLab/mixtures-of-experts/models/deeplab_moe.py 673afb68f4ec8289 unverified MIT-0 (permissive)
Training-Free Dynamic Upcycling of Expert Language Models added by Syntology 2026-03 (from id) gensyn-ai/dume/models/mixture_of_experts.py f4de3c66084ad46a ran MIT (permissive)
OmniZip: Learning a Unified and Lightweight Lossless Compressor for Multi-Modal Data added by Syntology 2026-02 (from id) adminasmi/OmniZip-CVPR2026/models/rwkv7_hira_moa_moe.py 5e190de60aac899d unverified no licence file found · pointer only
EraseAnything: Enabling Concept Erasure in Rectified Flow Transformers 29 Dec 2024 tomguluson92/eraseanything/ir_concept.py 2f410d45aa8c1315 unverified BSD-3-Clause (permissive)
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts 2 May 2024 royalskye/routing-mvmoe/models/MOELayer.py 6e3b2870d5860fe6 unverified MIT (permissive)
HyperMoE: Towards Better Mixture of Experts via Transferring Among Experts 20 Feb 2024 Bumble666/Hyper_MoE/gpt-2-moe/transformers/models/layers.py 89f7e4ccbdd62673 unverified Apache-2.0 (permissive)
Mixtral of Experts 8 Jan 2024 kamanphoebe/look-into-moes/mixtral_instruct/modeling_mixtral_instruct.py 253c6ed84c1f2c72 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization 13 Mar 2022 ntunlp/summareranker/src/summareranker/model_moe.py 82537626815bab7d unverified MIT (permissive)
GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding 30 Jun 2020 lucidrains/mixture-of-experts/mixture_of_experts/mixture_of_experts.py 928216f4fee84bf9 unverified MIT (permissive)
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer 23 Jan 2017 davidmrau/mixture-of-experts/moe.py c31aa0d1c4d7c7dc unverified GPL-3.0 (copyleft) · pointer only

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