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rollout

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

rollout appears in the code Syntology harvested for 16 papers, as 17 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 5 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 rollout 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 17 distinct code bodies named rollout; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
1ran · fixture could not drive it
2ran
13unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 19 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

16 papers shown of 16, newest first; 19 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 4 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. 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
From Numerical Simulators of PDEs to Neural Emulators and Back added by Syntology 2026-08 (from id) Ceyron/exponax/exponax/_utils.py 25aebcd4baee8be5 unverified MIT (permissive)
History-informed Lagrangian Neural Networks added by Syntology 2026-08 (from id) yingtian22/History-informed-LNN/src/models/hilnn.py 49cea354592c9d0a ran · fixture could not drive it Apache-2.0 (permissive)
N(CO) 2 : Neural Combinatorial Optimization with Chance Constraints to Solve Stochastic Orienteering added by Syntology 2026-06 (from id) ucmercedrobotics/sop-heuristic-opt/sop/train/reinforce.py 99239c110ddbde08 unverified no licence file found · pointer only
Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data added by Syntology 2025-10 (from id) tum-pbs/emulator-superiority/code/experiments/superape/picardax/picardax/_utils.py ab18f29d9313c1d7 unverified no licence file found · pointer only
Meta-Black-Box-Optimization through Offline Q-function Learning 4 May 2025 metaevo/q-mamba/EE_data_ratio.py 25800a28407c2dab unverified MIT (permissive)
LLF-Bench: Benchmark for Interactive Learning from Language Feedback 11 Dec 2023 microsoft/llf-bench/llfbench/agents/utils.py ad264f7ab70b06e1 unverified MIT (permissive)
Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy Optimization 6 Nov 2023 Lei-Kun/Uni-O4/dynamics_eval.py 1c0b96eb357d508b ran MIT (permissive)
Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy 27 Aug 2023 gaocrr/elg/CVRP/utils.py b8a2463790245a04 ran MIT (permissive)
Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy 27 Aug 2023 gaocrr/elg/TSP/utils.py 38a9f6e145336e55 unverified MIT (permissive)
Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning 25 Oct 2022 zhaoyi11/adaptive_bc/utils.py 5d060ee404dd83a1 unverified Apache-2.0 (permissive)
Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation 14 Oct 2022 jieyibi/amdkd/AMDKD-AM/knowledge_distillation.py d9dcc86b19b64227 unverified MIT (permissive)
Watts: Infrastructure for Open-Ended Learning 28 Apr 2022 aadharna/watts/watts/evaluators/rollout.py 4b31f77b3f7fa197 unverified MIT (permissive)
Airbert: In-domain Pretraining for Vision-and-Language Navigation 20 Aug 2021 airbert-vln/airbert/train_speaker.py 9e8292655b4f13cb unverified MIT (permissive)
Quantifying Attention Flow in Transformers 2 May 2020 jacobgil/vit-explain/vit_rollout.py 84871575d6e5f5d9 unverified MIT (permissive)
Quantifying Attention Flow in Transformers 2 May 2020 leemsaebom/attention-guided-cam-visual-explanations-of-vision-transformer-guided-by-self-attention/Methods/AttentionRollout/AttentionRollout.py f06c5e0a3af9b83c unverified no licence file found · pointer only
Neuroevolution of Self-Interpretable Agents 18 Mar 2020 kachayev/car-racing-attention-agent/exp1-topK-lstm-cmaes.py 6fcf644f520ce409 ran · our draft was wrong no licence file found · pointer only
AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning 2 Mar 2020 ucb-bar/autophase/algos/rl/policies.py 0c166888d916644a unverified BSD-3-Clause (permissive)
arXiv:ijcai2024_0764 lamda-bbo/ELG/CVRP/utils.py b8a2463790245a04 ran MIT (permissive)
arXiv:ijcai2024_0764 lamda-bbo/ELG/TSP/utils.py 38a9f6e145336e55 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".

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