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energy

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

energy appears in the code Syntology harvested for 12 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 5 of the papers; 3 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 energy 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 14 distinct code bodies named energy; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
9unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 5 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

12 papers shown of 12, 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 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
AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices added by Syntology 2026-05 (from id) brave-experiments/AgentStop/src/agentstop/profiler/analyze.py b3c59e8451ab102a unverified MIT (permissive)
Diffusion differentiable resampling added by Syntology 2025-12 (from id) zgbkdlm/diffres/demos/two_rings.py 9e457c09d2d09e8e unverified MPL-2.0 (copyleft) · pointer only
CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging 1 Mar 2025 LingAndZero/CADRef/ood_methods/CADRef.py cf5c68239623ca3b ran · our draft was wrong fingerprinted CC0-1.0 (permissive)
Dynamic metastability in the self-attention model 9 Oct 2024 hugokoubbi/2024-transformers-dotm/staircase.py 2ef92153bd42f6f1 ran no licence file found · pointer only
ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms 3 Oct 2023 princetonvisualai/imagenetood/Detection/Baseline.py 2294112915d1cbd2 ran · honoured contract fingerprinted no licence file found · pointer only
Towards Mode Balancing of Generative Models via Diversity Weights 24 Apr 2023 sebastianberns/diversity-weights/optimize.py ec78c66ded491d9e ran · honoured contract fingerprinted MIT (permissive)
Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again 14 Oct 2022 vita-group/gradientgcn/models/GCN.py 5701520c223695f3 ran · honoured contract no licence file found · pointer only
Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again 14 Oct 2022 vita-group/gradientgcn/rewire_model.py dc41ad7f75682a6d unverified no licence file found · pointer only
Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning 2 Jul 2021 dido1998/CausalMBRL/cswm/models/losses.py 1dd9382c7e7b0741 unverified MIT (permissive)
Continuous-mixture Autoregressive Networks for efficient variational calculation of many-body systems 2020-05 (from id) Anguswlx/VAN2XY/xy.py a9dcadeb4255a624 unverified MIT (permissive)
Quantum Chemistry in the Age of Quantum Computing 2018-12 (from id) CDL-Quantum/CohortProject_2020/Project_1_RBM_and_Tomography/Rydberg_energy_calculator.py 3044b46a01b62f57 unverified MIT (permissive)
Solving Statistical Mechanics Using Variational Autoregressive Networks 27 Sep 2018 wdphy16/stat-mech-van/src_ising/ising.py 77d5d3dc9aadf448 unverified MIT (permissive)
The density-matrix renormalization group in the age of matrix product states 2010-08 (from id) jhauschild/lecture_comp_methods/1_monte_carlo/generate_data.py 72a436c67cae9821 unverified MIT (permissive)
The density-matrix renormalization group in the age of matrix product states 2010-08 (from id) jhauschild/lecture_comp_methods/1_monte_carlo/metropolis.py 983f98c3a962d195 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