Group key management in wireless mesh networks
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
Group key management (GKM) refers to the actions taken to up-date and distribute the group key upon members joining and leaving a multicast group. Although there exist several GKM schemes, they are not readily applicable to wireless mesh networks (WMNs) due to many differences between WMNs and wireline networks. We present a review of existing GKM protocols and identify their applicability to WMNs. Based on the review, we propose a framework for scalable and efficient GKM in WMNs, and a GKM protocol named CCoKA (Centralized COntributory Key Agreement) for use in a WMN. CCoKA is based on the scalable and efficient key tree approach and the well-known Diffie-Hellman cryptographic protocol. The proposed framework and CCoKA protocol take into account the characteristics of mesh network operations, wireless routers and mobile devices. We also suggest directions for future research on GKM in WMNs.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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