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WorldModel

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

WorldModel appears in the code Syntology harvested for 13 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 1 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 WorldModel 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 1 of the 14 distinct code bodies named WorldModel; 13 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
1ran
13unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 14 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

13 papers shown of 13, newest first; 14 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
Inverting the Bellman Equation: From Q-Values to World Models added by Syntology 2026-06 (from id) aletcher/inverting-bellman/training/wm.py 7f3428c1d86ea919 ran · metamorphic tier: deterministic MIT (permissive)
EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control added by Syntology 2026-05 (from id) carlosferrazza/humanoid-bench/tdmpc2/tdmpc2/tdmpc2.py 671c9319d1eb04fc unverified licence not identified · pointer only
EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control added by Syntology 2026-05 (from id) molumitu/BOOM_MBRL/boom/boom_alg.py 22cac6d774940011 unverified no licence file found · pointer only
Imagine-then-Plan: Agent Learning from Adaptive Lookahead with World Models added by Syntology 2026-01 (from id) loyiv/ITP/itp/orchestrator.py 7e7128e9ce87c11f unverified MIT (permissive)
Time-Aware World Model for Adaptive Prediction and Control 10 Jun 2025 anh-nn01/time-aware-world-model/tawm/common/world_model.py 846e35d94ef67f0c unverified no licence file found · pointer only
Simple, Good, Fast: Self-Supervised World Models Free of Baggage 3 Jun 2025 jrobine/sgf/src/wm.py 71323f43911a356d unverified MIT (permissive)
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search 31 Jan 2025 lhrlab/kbqa-o1/reasoners/algorithm/mcts.py a3c3ee14a429c8f2 unverified MIT (permissive)
Reward-free World Models for Online Imitation Learning 17 Oct 2024 tobyleelsz/iqmpc/tdmpc2/common/world_model.py c13cd9b577cdb046 unverified no licence file found · pointer only
Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning 24 May 2023 qiwang067/CoWorld/models.py 2c89a891f4485238 unverified no licence file found · pointer only
Tree of Thoughts: Deliberate Problem Solving with Large Language Models 17 May 2023 huiwy/reflection-on-trees/reasoners/algorithm/mcts.py a843c8ac332d4291 unverified Apache-2.0 (permissive)
Transformer-based World Models Are Happy With 100k Interactions 13 Mar 2023 jrobine/twm/twm/world_model.py dd79139c2de865e1 unverified MIT (permissive)
Mastering Diverse Domains through World Models 10 Jan 2023 nm512/dreamerv3-torch/dreamer.py 536e51c6e29f6a5b unverified MIT (permissive)
Mastering the Unsupervised Reinforcement Learning Benchmark from Pixels 24 Sep 2022 mazpie/mastering-urlb/agent/dreamer.py 5fb819938bf3f347 unverified MIT (permissive)
Transformers are Sample-Efficient World Models 1 Sep 2022 eloialonso/iris/src/models/world_model.py cfb3154cdccd72da 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