Authentication mechanism for mobile RFID based Smart grid network
Why this work is in the frame
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Bibliographic record
Abstract
Smart grid networks include various communication technologies, among which, RFID (Radio Frequency Identification) is considered as an enabling technology for realizing the ubiquitous environment by providing identity to an essential object. We have proposed a comprehensive mutual authentication protocol for a mobile RFID based Smart grid network, which is lightweight and efficient. In the proposed mechanism, only simple cryptographic operations (i.e. one-way hash function, XOR operation) are used in RFID tag, while other techniques including elliptic curve cryptography (ECC) and zero knowledge protocol are used in mobile reader and backend server. We have deployed a conjoined verification technique to minimize authentication cost in such a network. We illustrate that the proposed mechanism can better performance than the existing representative schemes.
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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