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reshape_by_heads

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

reshape_by_heads appears in the code Syntology harvested for 18 papers, as 5 distinct code bodies found in 18 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 5 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 reshape_by_heads 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 5 of the 5 distinct code bodies named reshape_by_heads; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
1ran
0unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 18 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

18 papers shown of 18, newest first; 18 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; 3 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
NCO4CVRP: Neural Combinatorial Optimization for the Capacitated Vehicle Routing Problem added by Syntology 2026-04 (from id) CIAM-Group/NCO_code/single_objective/DPN-minmaxVRP-master/nets/ha_hpa_encoder.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
RESCHED: Rethinking Flexible Job Shop Scheduling from a Transformer-based Architecture with Simplified States added by Syntology 2026-03 (from id) XiangjieXiao/ReSched/PPO/SchedulingModel.py 36380487b1505ac6 ran · fixture could not drive it fingerprinted MIT (permissive)
RADAR: Learning to Route with Asymmetry-aware DistAnce Representations added by Syntology 2026-03 (from id) yihang0410/RADAR/acvrp/ACVRPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted no licence file found · pointer only
Towards Efficient Constraint Handling in Neural Solvers for Routing Problems added by Syntology 2026-02 (from id) jieyibi/CaR-constraint/models/SINGLEModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Neural Combinatorial Optimization via Preference Optimization 10 Mar 2025 L-Z-7/BOPO/TSP/TSPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Neural Solver Selection for Combinatorial Optimization 13 Oct 2024 lamda-bbo/neural-solver-selection/model.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Collaboration! Towards Robust Neural Methods for Routing Problems 7 Oct 2024 RoyalSkye/Routing-CNF/MatNet/ATSP-HAC/ATSPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem 14 Jun 2024 PKUTAN/SAWT/transformer/Layers.py 459fe521069329c6 ran · our draft was wrong fingerprinted no licence file found · pointer only
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts 2 May 2024 RoyalSkye/Routing-MVMoE/models/MOEModel.py ee2537dbc9f6594b ran · our draft was wrong fingerprinted MIT (permissive)
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization 23 Feb 2024 feiliu36/mtnco/MTPOMO/POMO/VRPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution 2 Feb 2024 ai4co/llm-as-hh/problems/cvrp_lehd/VRPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time 13 Dec 2023 henry-yeh/glop/eval_atsp/ASHPPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy 27 Aug 2023 gaocrr/elg/CVRP/models.py 20d42bc12bb9a14d ran fingerprinted MIT (permissive)
Towards Omni-generalizable Neural Methods for Vehicle Routing Problems 31 May 2023 RoyalSkye/Omni-VRP/POMO/CVRP/CVRPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
Learning to Solve Routing Problems via Distributionally Robust Optimization 15 Feb 2022 yd-kwon/POMO/OLD_ipynb_ver/POMO_CVRP/source/MODEL__Actor/grouped_actors.py 996db674de3ed7a6 ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:openreview_vJsJPNRFIJ Regina921/PoMtVRS/VRP100/models/CaDAmodel.py 459fe521069329c6 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:ijcai2024_0764 lamda-bbo/ELG/CVRP/models.py 20d42bc12bb9a14d ran fingerprinted MIT (permissive)
arXiv:aaai_30009 henry-yeh/GLOP/eval_atsp/ASHPPModel.py 459fe521069329c6 ran · our draft was wrong fingerprinted 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