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Bridging High-Level Intent and Network Execution: Detecting Violations and Intent Drift Through Low-Level Traffic Analysis
arXiv:2606.05076v1 Announce Type: new Abstract: Intent-Based Networking (IBN) structures a core management pillar for autonomous 6G networks by translating high-level administrative goals into autonomous configurations, yet a critical validation gap persists between declarative intent and data-plane execution. This paper investigates this gap by formalizing low-level flow headers into standardized 7-tuple vectors, establishing an Internal Low-Level Intent (ILI) telemetry interface....
Kazakhstan balloon festival returns with 30 hot air balloons near Almaty
Held at the Equestrian Club and Racetrack along the Upper Kaskelen Highway, east of the city, the event featured 29 hot air balloons flown by participants from 12 countries. Daily flights took place from early morning, offering visitors the chance to watch colourful balloons rise above the foothills of the Trans-Ili Alatau Mountains. Among the highlights was a giant owl-shaped balloon, alongside a variety of traditional and specially designed aircraft.
Oldest man in England dies peacefully at home aged 109
Oldest man in England dies peacefully at home aged 109 Arthur was recognised as England’s oldest man and the last surviving British man born in 1916 England’s oldest man, Arthur Aspinall, had died peacefully at the age of 109. The Bolton native lived through the reigns of four British monarchs and the terms of 24 prime ministers. Arthur was recognised as England’s oldest man and the last surviving British man born in 1916.
FreqLite: A Lightweight Frequency-Decomposed Linear Model with Adaptive Reversible Normalization for Robust Long-Term Time-Series Forecasting
arXiv:2606.01339v1 Announce Type: new Abstract: Long-term time-series forecasting needs models that are accurate yet efficient enough for commodity hardware. Lightweight linear forecasters are remarkably strong in this regime, yet they leave two openings: reversible instance normalization (RevIN) de-normalizes the entire horizon with a single lookback statistic, which is inaccurate under non-stationarity, and time-domain trend/seasonal decomposition relies on a fixed, non-adaptive filter. We...
EU leaders condemn Russia for drone crash in Romania
European Commission President Ursula von der Leyen and European Council President António Costa condemned Moscow Friday morning after a Russian drone struck an apartment building in eastern Romania overnight. “Russia’s war of aggression has crossed yet another line. A Russian drone incursion struck a densely populated area in Romania, injuring civilians. On EU territory,” von der Leyen wrote in a statement on X, expressing solidarity with Romania and its citizens.
FRWKV+: Periodic-Aware Adaptive Gating for Frequency-Space Linear Time Series Forecasting
arXiv:2605.15690v2 Announce Type: replace Abstract: Accurate and efficient long-term multivariate time series forecasting requires capturing recurring temporal structure while keeping inference cheap across many variables and horizons. Frequency-space models represent long-range and periodic variation compactly, but they typically process the real and imaginary spectral components as weakly coupled streams and treat periodic cues as ordinary input features, even when such cues are...