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init_ssf_scale_shift

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

init_ssf_scale_shift appears in the code Syntology harvested for 9 papers, as 4 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 4 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 init_ssf_scale_shift 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 4 distinct code bodies named init_ssf_scale_shift; 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
0ran · fixture could not drive it
1ran
0unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 11 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

9 papers shown of 9, newest first; 11 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. 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
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning 12 Jan 2025 yewen1486/emtal/models/vision_transformer.py 896b5eec245f1bab ran · our draft was wrong fingerprinted no licence file found · pointer only
Recurrent Early Exits for Federated Learning with Heterogeneous Clients 23 May 2024 royson/reefl/src/models/reefl_vit.py 9873773b10315cc0 ran · our draft was wrong fingerprinted MIT (permissive)
Low-Rank Rescaled Vision Transformer Fine-Tuning: A Residual Design Approach 28 Mar 2024 zstarn70/rlrr/models/networks.py 9873773b10315cc0 ran · our draft was wrong fingerprinted no licence file found · pointer only
Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning 7 Mar 2024 rashindrie/DIPA/models/vision_transformer_extended.py 6606a439addc1bd3 ran · our draft was wrong fingerprinted MIT (permissive)
Gradient-based Parameter Selection for Efficient Fine-Tuning 15 Dec 2023 FightingFighting/GPS/models/vision_transformer.py 896b5eec245f1bab ran · our draft was wrong fingerprinted MIT (permissive)
Gradient-based Parameter Selection for Efficient Fine-Tuning 15 Dec 2023 FightingFighting/GPS/models/as_mlp.py 9873773b10315cc0 ran · our draft was wrong fingerprinted MIT (permissive)
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models 13 Dec 2023 ky-ah/layup/src/backbone/ssf.py e8318b2d967c44c7 ran fingerprinted MIT (permissive)
Tuning Pre-trained Model via Moment Probing 21 Jul 2023 mingzeg/moment-probing/models/vision_transformer.py 896b5eec245f1bab ran · our draft was wrong fingerprinted no licence file found · pointer only
RanPAC: Random Projections and Pre-trained Models for Continual Learning 5 Jul 2023 ranpac/ranpac/petl/vision_transformer_ssf.py 896b5eec245f1bab ran · our draft was wrong fingerprinted MIT (permissive)
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning 17 Oct 2022 dongzelian/ssf/models/vision_transformer.py 896b5eec245f1bab ran · our draft was wrong fingerprinted MIT (permissive)
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning 17 Oct 2022 dongzelian/ssf/models/as_mlp.py 9873773b10315cc0 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