An efficient SIM-based authentication and key distribution method for wireless LANs
Why this work is in the frame
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Bibliographic record
Abstract
In this paper, we propose a subscriber identity module (SIM) based authentication protocol that incorporates the existing mature authentication and billing infrastructure of mobile telephony. During the design, the relationship among power/resource consumption characteristics of authentication protocols, handoff speed, and security level are cautiously considered and analyzed. The proposed SIM-based authentication method achieves the fast handoff speed and minimum resource consumption while achieving the same security level as the EAP-TLS (extensible authentication protocol transport level security) authentication protocol. We demonstrate the capability of the proposed protocol using simulation approach. It is shown that the proposed SIM-based authentication and key distribution method is suitable for achieving a high security level in WLANs while reducing latency of handoffs in wireless local area networks
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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 | 0.000 |
| 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 it