Home › Code › MCTS

MCTS

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

MCTS appears in the code Syntology harvested for 15 papers, as 16 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 4 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 MCTS 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 4 of the 16 distinct code bodies named MCTS; 12 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
4ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 16 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

15 papers shown of 15, newest first; 16 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
UNR-Explainer: Counterfactual Explanations for Unsupervised Node Representation Learning Models added by Syntology 17 May 2026 hjkng/unrexplainer/explainer/unrexplainer.py 875ba8418dc34b3c unverified no licence file found · pointer only
Physics-Informed Tree Search for High-Dimensional Computational Design added by Syntology 2026-01 (from id) sbanik2/PyPhysTree/lgtree/MCTS.py 5697618fbaac5d23 unverified MIT (permissive)
Adaptive Elicitation of Latent Information Using Natural Language 5 Apr 2025 namkoong-lab/adaptive-elicitation/src/eval/info_gain.py 5113eb5b7fffa7ce unverified MIT (permissive)
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models 28 Mar 2025 tmlr-group/landscape-of-thoughts/lot/algorithms/Tree/MCTS/mcts.py acb210e335a350af unverified MIT (permissive)
Broaden your SCOPE! Efficient Multi-turn Conversation Planning for LLMs using Semantic Space 14 Mar 2025 chenzhiliang94/convo-plan-scope/monte_carlo_tree_search/mcts.py 2d85b76831c5a641 ran MIT (permissive)
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification 19 Feb 2025 Aurora-slz/MM-Verify/search/MCTS/mcts.py 856c9aad637b0958 unverified no licence file found · pointer only
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search 31 Jan 2025 lhrlab/kbqa-o1/reasoners/algorithm/mcts.py ef265cb7e70e7f95 unverified MIT (permissive)
Monte Carlo Tree Search based Space Transfer for Black-box Optimization 10 Dec 2024 lamda-bbo/mcts-transfer/mcts/MCTS.py a09bc86bb469556d unverified no licence file found · pointer only
Procedural Synthesis of Synthesizable Molecules 24 Aug 2024 shiningsunnyday/synthesisnet/src/synnet/policy/mcts.py 0306a6d410a9cd1a unverified MIT (permissive)
Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing 18 Apr 2024 yetianjhu/alphallm/search/mcts.py d3ceda385feb848e unverified no licence file found · pointer only
Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency 29 Sep 2023 agentification/RAFA_code/BlocksWorld/src/rafa/mcts_agent.py 31358b2342ed1715 ran no licence file found · pointer only
Reasoning with Language Model is Planning with World Model 24 May 2023 Ber666/RAP/rap/blocksworld_mcts.py 6ffecffc5ed458c7 ran MIT (permissive)
Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning 23 May 2023 jasonyux/GDPZero/core/mcts.py 683b87c888dbee29 unverified no licence file found · pointer only
Tree of Thoughts: Deliberate Problem Solving with Large Language Models 17 May 2023 codelion/optillm/optillm/mcts.py c919c70de90b021d ran Apache-2.0 (permissive)
Tree of Thoughts: Deliberate Problem Solving with Large Language Models 17 May 2023 huiwy/reflection-on-trees/reasoners/algorithm/mcts.py a60a888f98f637a1 unverified Apache-2.0 (permissive)
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 koulanurag/muzero-pytorch/core/mcts.py 54758c22e1156b77 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