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ERM

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

ERM appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 3 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 ERM 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 3 of the 13 distinct code bodies named ERM; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
2ran
10unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 13 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

13 papers shown of 13, newest first; 13 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 1 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
Negatives-Dominant Contrastive Learning for Generalization in Imbalanced Domains added by Syntology 2026-01 (from id) Alrash/NDCL/src/algorithms.py 8ce4296f1a8be155 unverified MIT (permissive)
A Theoretical Framework for Data Efficient Multi-Source Transfer Learning Based on Cramér-Rao Bound 6 Feb 2025 zqy0126/OTQMS/algorithms.py 175c71bda4cdb132 unverified no licence file found · pointer only
AdaRC: Mitigating Graph Structure Shifts during Test-Time 9 Oct 2024 baowenxuan/Matcha/src/algo/Matcha.py 44f52382869b4a66 unverified no licence file found · pointer only
Learning Conditional Invariances through Non-Commutativity 18 Feb 2024 abhrac/nci/algorithms.py c28eaad8aeddfa52 unverified MIT (permissive)
Discovering environments with XRM 28 Sep 2023 facebookresearch/XRM/algorithms.py 4860ec38df3adff5 ran licence not identified · pointer only
Cross Contrasting Feature Perturbation for Domain Generalization 24 Jul 2023 hackmebroo/cross-contrasting-feature-perturbation-for-domain-generalization/algorithms.py 50d94f70eea6617f unverified no licence file found · pointer only
Learning from Similar Linear Representations: Adaptivity, Minimaxity, and Robustness 31 Mar 2023 ytstat/rl-mtl-tl/mtl_func_torch.py 2ebb3987790c2b6c ran · honoured contract no licence file found · pointer only
Learning Optimal Features via Partial Invariance 28 Jan 2023 IbtihalFerwana/pirm/metashift/experiments/distribution_shift/algorithms.py 5e42c3e6342733d8 unverified MIT (permissive)
Causal Balancing for Domain Generalization 10 Jun 2022 wangxinyilinda/causal-balancing-for-domain-generalization/domainbed/algorithms.py 7922723bedecc164 unverified MIT (permissive)
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization 29 May 2022 ibm/mri/custom_algorithms.py 5aebea4d4ebff0d4 unverified MIT (permissive)
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization 9 Apr 2022 oodbag/w2d/DomainBed/domainbed/algorithms.py ef92685dbb4a6185 unverified no licence file found · pointer only
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond 17 Mar 2022 YyzHarry/multi-domain-imbalance/mdlt/learning/algorithms.py dca4155e189930af unverified MIT (permissive)
Provable Domain Generalization via Invariant-Feature Subspace Recovery 30 Jan 2022 haoxiang-wang/isr/linear_unit_tests/isr.py ea8e9b41e123be6a 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