AI & ML
Structuring and Merging Deletion Demands on Crowdsourced Channel Knowledge Maps
arXiv cs.NI0 views
arXiv:2610.22589v1 Announce Type: new Abstract: A base station can build a channel knowledge map (CKM) from the uplink pilots of its terminals and sweep only the beams that the map ranks highest. A fault at a terminal or at the base station corrupts the measurements taken while it lasts, and the map must then forget them. Removing the whole terminal discards its good measurements, and the raw reports needed to remove samples are gone. We define the structured deletion unit (SDU), which names the terminals, rounds, grids, and bands to forget. We propose \underline{S}tructured \underline{W}iping with \underline{E}nvelope-bounded \underline{E}xecution \underline{P}artitioning (\method{}), which executes an SDU by clearing blocks of an aggregated ledger and re-sounding the affected grids. \method{} merges pending demands so that one campaign serves several, and it bounds what the smallest SDU containing a group clears beyond the demands. We prove that a merged execution leaves no named measurement in the map, that demands differing only in their intervals are best merged in contiguous runs, and that the greedy merge is within a factor $1+\ln Q$ of the best grouping over its candidates. In simulation and on a USRP testbed, \method{} clears at most 5.1\% of the good measurements, against up to 86.8\% when whole terminals are removed or the map is rolled back to an earlier block.
Source:https://arxiv.org/abs/2610.22589PreviousVietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical DomainNextRetrospective Evaluation of Bluetooth RSSI Fingerprinting for Bin Localization on an Industrial Shop Floor
Related posts
I Launched My Company Website, Made Task Monitor Free, and Opened Custom Project Requests
0dev.to AI
How I turn Hacker News, GitHub and npm into product ideas every 3 hours
0dev.to AI
Lenovo's 'Encrypted' Fingerprint USB Drive Is an SD Card. How to Check Yours
0dev.to Linux

Email: OpenAI plans to merge ChatGPT's Chat and Work tabs on desktop, rolling out to select users before a wider release; Codex remains a separate experience (Ivan Mehta/TechCrunch)
0Techmeme

Memo: Alphabet is issuing €6B in euro-denominated debt across seven tranches, attracting €17B+ of demand; the company sold €9B of bonds earlier in 2026 (Reuters)
0Techmeme

S-1: Anthropic reports Q3 revenue up 12x YoY to nearly $17B, a net loss of $23.3B, up from $12.1B in Q3 2025, and operating expenses up 292% to $17.5B (Bailey Lipschultz/Bloomberg)
0Techmeme