Local fast re‐authentication for 3G‐WLAN interworking
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Interworking third‐generation (3G) mobile communications systems and wireless local area networks (WLANs) is advantageous for both service providers and end users. However, securing such interworking architectures is a challenging task. EAP‐AKA is the security protocol adopted by 3GPP to achieve authentication in 3G‐WLAN interworking architectures. This paper proposes enhancements to EAP‐AKA to improve performance and security during re‐authentication. A novel protocol named local fast re‐authentication (LFR) is proposed to replace the re‐authentication protocols in EAP‐AKA. The EAP‐AKA key hierarchy is restructured to suit the needs of LFR. Evaluations show that LFR is superior to the re‐authentication protocols in EAP‐AKA in terms of performance and security. LFR has been tested by the automated validation of internet security protocols and applications (AVISPA) security verification tool and proved to be secure.. Copyright © 2008 John Wiley & Sons, Ltd.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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