Norms of Responsible State Behaviour in Cyberspace
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Cyberspace has witnessed a ‘militarisation’ as a growing number of states engage in a variety of cyber operations directed against foreign entities. The rate of this militarisation has outstripped the diplomatic efforts undertaken to provide this unique environment with some ‘rules of the road’. The primary mechanism for discussing possible norms of responsible state behaviour has been a series of UN Groups of Governmental Experts, which have produced three consensus reports over the last decade. The 2015 report recommended a series of principles and confidence-building measures to prevent conf1lict, but prospects for its implementation have receded as differences amongst states persist over how security concepts should be applied to cyberspace. Renewed efforts to promote responsible state behaviour will require greater engagement on the part of the private sector and civil society, both of which have a huge stake in sustaining cyber peace.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it