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Node

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

Node appears in the code Syntology harvested for 32 papers, as 33 distinct code bodies found in 33 places (a place is one code body under one paper). At least one of them ran in 20 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 Node 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 21 of the 33 distinct code bodies named Node; 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
21ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 21 of the 33 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

32 papers shown of 32, newest first; 33 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 13 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
FedA2L: Adaptive layer-wise learning rate adjustment in decentralized federated learning added by Syntology 2026-08 (from id) nclabteam/FedA2L/strategies/DFedAvg_FedA2L.py a8911ffbcff2bff4 unverified no licence file found · pointer only
Decomposing Queries into Tool Calls for Long-Video Keyframe Retrieval added by Syntology 2026-05 (from id) michalsr/ToolMerge/toolmerge/merging.py ab481e63d3309673 unverified licence not identified · pointer only
Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension added by Syntology 2026-05 (from id) Evolutionary-Intelligence/pypop/pypop7/optimizers/bo/lamcts.py 2094dedb2a12c187 unverified GPL-3.0 (copyleft) · pointer only
Guiding Neuro-Symbolic Scenario Generation with Spatio-Temporal Logic added by Syntology 2026-05 (from id) lorenzobonin/strelgen/strel/strel_advanced.py 1dccff18a6086a6d unverified no licence file found · pointer only
AutoPyVerifier: Learning Compact Executable Verifiers for Large Language Model Outputs added by Syntology 2026-04 (from id) megagonlabs/AutoPyVerifier/src/autopyverifier/search.py cab1924a41908e7b unverified BSD-3-Clause (permissive)
Interpretable DNA Sequence Classification via Dynamic Feature Generation in Decision Trees added by Syntology 2026-04 (from id) nicolashuynh/deft/src/trees/tree.py acd2f0f2fd463006 ran no licence file found · pointer only
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs added by Syntology 2026-02 (from id) Sora-Miyamoto/bg-mcts/treesearch/src/treesearch/algos/bg_mcts.py c75dbc1227c763cf ran · metamorphic tier: deterministic Apache-2.0 (permissive)
FeudalNav: A Simple Framework for Visual Navigation added by Syntology 2026-02 (from id) visnavdev/feudalnav/deterministicTrials/models.py d48f9e86671b3bca ran MIT (permissive)
Predicting and improving test-time scaling laws via reward tail-guided search added by Syntology 2026-02 (from id) PotatoJnny/Scaling-Law-Guided-search/Algorithm/algorithms.py d103b68321fb85fb unverified no licence file found · pointer only
ProRAG: Process-Supervised Reinforcement Learning for Retrieval-Augmented Generation added by Syntology 2026-01 (from id) lilinwz/ProRAG/prorag/prm/mcts.py 9040f1a8dcfcd15c ran no licence file found · pointer only
Context-Augmented Code Generation Using Programming Knowledge Graphs added by Syntology 2026-01 (from id) iamshahd/ProgrammingKnowledgeGraph/src/core/knowledge_programming_graph.py e5c83fc2c978e17d ran 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 672a3ed16be44714 ran MIT (permissive)
Chopping Trees: Semantic Similarity Based Dynamic Pruning for Tree-of-Thought Reasoning added by Syntology 2025-11 (from id) kimjoonghokim/SSDP/inferenceKit/models/generation/cot/clustering.py 62de166f01bd4056 ran licence not identified · pointer only
Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition 29 May 2025 bflameswift/uni-mumer/preprocess/unimumer_tree/latex2tree.py 902d6fc90dfc3c3b ran Apache-2.0 (permissive)
Directed Graph Grammars for Sequence-based Learning 29 May 2025 shiningsunnyday/induction/src/grammar/hrg.py 1475f1203ba277d8 ran no licence file found · pointer only
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models 16 Dec 2024 thu-coai/spar/src/ToT/bfs.py 6fd053d873aad5f2 ran Apache-2.0 (permissive)
Monte Carlo Tree Search based Space Transfer for Black-box Optimization 10 Dec 2024 lamda-bbo/mcts-transfer/mcts/MCTS.py d1c4bc7ac1ec6710 unverified no licence file found · pointer only
Seg2Act: Global Context-aware Action Generation for Document Logical Structuring 9 Oct 2024 cascip/seg2act/seg2act/eval/ChCatExt/seg2act_eval.py a0787b1cedd4402f ran no licence file found · pointer only
Structured Generations: Using Hierarchical Clusters to guide Diffusion Models 8 Jul 2024 JoGo175/diffuse-treevae/models/model.py 26b18e2db111e2c6 ran no licence file found · pointer only
Constrained Decoding for Cross-lingual Label Projection 5 Feb 2024 duonglm38/codec/constrained_decoding.py e8ce6c1a54c20e57 ran MIT (permissive)
Towards a fuller understanding of neurons with Clustered Compositional Explanations 27 Oct 2023 krlgroup/clustered-compositional-explanations/src/heuristic_search.py 307306f38b84eb6e ran MIT (permissive)
Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models 23 Oct 2023 gankim/tree-of-clarifications/toc/tree.py f246ae3401dd6507 ran no licence file found · pointer only
Epidemic Learning: Boosting Decentralized Learning with Randomized Communication 3 Oct 2023 sacs-epfl/decentralizepy/src/decentralizepy/node/EpidemicLearning/EL_Local.py 331cb910e4e7bf53 unverified MIT (permissive)
Ensemble Distillation for Unsupervised Constituency Parsing 3 Oct 2023 manga-uofa/ed4ucp/library/ensemble.py d6e1aa4c953f9558 ran no licence file found · pointer only
Finding Counterfactually Optimal Action Sequences in Continuous State Spaces 6 Jun 2023 networks-learning/counterfactual-continuous-mdp/src/mimic_mdp.py 2b8907f345f3a4a9 unverified no licence file found · pointer only
Differentiable Tree Operations Promote Compositional Generalization 1 Jun 2023 psoulos/dtm/models.py 332cd0fb6cfc0dab unverified no licence file found · pointer only
OKRidge: Scalable Optimal k-Sparse Ridge Regression 13 Apr 2023 jiachangliu/okridge/src/okridge/tree.py 4925be329c6c8ffc ran BSD-3-Clause (permissive)
Low-Rank Modular Reinforcement Learning via Muscle Synergy 26 Oct 2022 drdh/synergy-rl/modular-rl/src/algs/Synergy.py ef02ab5bf78a2c37 unverified licence not identified · pointer only
Fast semantic parsing with well-typedness guarantees 15 Sep 2020 Oneplus/tamr/amr_aligner/system/eager/state.py a363d848e14c5c1e ran no licence file found · pointer only
NBDT: Neural-Backed Decision Trees 1 Apr 2020 XAVILLA/nbdt/nbdt/model.py 20d642b846aa125d unverified MIT (permissive)
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 Miatto-research-group/muzero/muzero.py 5c75c7c9c180b73f ran no licence file found · pointer only
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model 19 Nov 2019 dmiracle/muzero-starter/pseudocode.py f69c690385c860bb ran no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 1jsingh/rl_navigation/agents/dqn_agent.py 896578e9d4f08299 ran 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