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magic_box

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

magic_box appears in the code Syntology harvested for 7 papers, as 5 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 2 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 magic_box 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 5 distinct code bodies named magic_box; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 1 of the 8 places is 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

7 papers shown of 7, newest first; 8 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. 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
Proximal Learning With Opponent-Learning Awareness 18 Oct 2022 silent-zebra/pola/jax_files/POLA_dice_jax.py f4166f1f2230b2e7 ran · honoured contract fingerprinted MIT (permissive)
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning 31 Dec 2021 identical code first harvested elsewhere 2d97875446464dc6 ran · our draft was wrong fingerprinted licence of this copy not recorded
Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture 28 May 2021 jonasrothfuss/ProMP/meta_policy_search/meta_algos/dice_maml.py a384fd2f6407795c unverified MIT (permissive)
A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning 31 Oct 2020 dkkim93/meta-mapg/meta/dice.py 17699ef2e449301d unverified MIT (permissive)
ProMP: Proximal Meta-Policy Search 16 Oct 2018 jonasrothfuss/promp/meta_policy_search/meta_algos/dice_maml.py a384fd2f6407795c unverified MIT (permissive)
Learning with Opponent-Learning Awareness 13 Sep 2017 alexis-jacq/LOLA_DICE/ipd_DiCE.py 2d97875446464dc6 ran · our draft was wrong fingerprinted MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 iclavera/meta-mb/meta_mb/meta_algos/dice_maml.py a384fd2f6407795c unverified MIT (permissive)
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks 9 Mar 2017 iclavera/meta-mb/meta_mb/meta_algos/dice_maml_xtra_bl.py 4a59b5aa3c2e6207 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