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init_

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

init_ appears in the code Syntology harvested for 12 papers, as 10 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 11 of the papers; 3 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 init_ 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 10 distinct code bodies named init_; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
2ran
2unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 13 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

12 papers shown of 12, newest first; 13 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 2 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
Bridging MARL to SARL: An Order-Independent Multi-Agent Transformer via Latent Consensus added by Syntology 2026-04 (from id) PKU-MARL/Multi-Agent-Transformer/mat/algorithms/mat/algorithm/ma_transformer.py 748385c8184d4945 ran · our draft was wrong no licence file found · pointer only
CoordLight: Learning Decentralized Coordination for Network-Wide Traffic Signal Control added by Syntology 2026-03 (from id) marmotlab/CoordLight/Models/CoordLightModel.py af4e55fde2363077 ran · our draft was wrong MIT (permissive)
Simple, Good, Fast: Self-Supervised World Models Free of Baggage 3 Jun 2025 jrobine/sgf/src/wm.py 29899c0203809b63 ran · our draft was wrong MIT (permissive)
Continual Task Learning through Adaptive Policy Self-Composition 18 Nov 2024 charleshsc/CompoFormer/dt/decision_transformer_grow.py 748385c8184d4945 ran · our draft was wrong Apache-2.0 (permissive)
N-Agent Ad Hoc Teamwork 16 Apr 2024 carolinewang01/naht/src/learners/poam_learner.py 698b01ea40ca5a88 ran MIT (permissive)
Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion 6 Oct 2023 bartwojcik/d2dmoe/architectures/moe/moe_layers.py bbfd90d32d03bc6a ran fingerprinted MIT (permissive)
Transformer-based World Models Are Happy With 100k Interactions 13 Mar 2023 jrobine/twm/twm/world_model.py fd4dd5bdc9742fc0 ran · our draft was wrong MIT (permissive)
Global-Local Self-Distillation for Visual Representation Learning 29 Jul 2022 tileb1/global-local-self-distillation/layers/linformer.py 3444251df88e6169 ran · honoured contract fingerprinted MIT (permissive)
safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics 13 Sep 2021 utiasDSL/safe-control-gym/safe_control_gym/math_and_models/neural_networks.py 467012b7d378d4ee unverified MIT (permissive)
safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics 13 Sep 2021 huiyulhy/safe-control-gym/safe_control_gym/math_and_models/neural_networks.py f8ea72783eeaa3c3 unverified MIT (permissive)
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding 29 Mar 2021 microsoft/vision-longformer/src/models/msvit.py 3444251df88e6169 ran · honoured contract fingerprinted MIT (permissive)
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions 24 Feb 2021 identical code first harvested elsewhere 3444251df88e6169 ran · honoured contract fingerprinted licence of this copy not recorded
GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding 30 Jun 2020 lucidrains/mixture-of-experts/mixture_of_experts/mixture_of_experts.py 2aa1ea9fba4dce15 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