IDUP and SPKM: developing public-key-based APIs and mechanisms for communication security services
Bibliographic record
Abstract
In this paper we discuss progress in the development of application program interfaces (APIs) and mechanisms which provide a comprehensive set of security services to application developers. The APIs, though similar, are designed for distinct environments: the session API ("GSS") is aimed at the on-line real-time messaging environment; the store-and-forward API ("IDUP") is particularly suited to electronic-mail types of environments (where messages are secured independently of any an-line communication with intended recipients of those messages). Both APIs are designed to be easy to use, yet with appropriate public-key-based mechanisms (such as SPKM and PIM) include many necessary services for communication security, such as data origin authentication, data confidentiality, data integrity, and support for non-repudiation. A full key management and certification infrastructure can be provided by implementations of these APIs/mechanisms in a way which is completely transparent to the calling application thus ensuring maximum flexibility and scalability to future environments.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".