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Rethinking IoT Intrusion Detection: Augmenting Routing Metrics with Radio Features
Announce Type: new Abstract: Machine learning-based intrusion detection systems (IDS) for RPL-based IoT networks often rely solely on routing layer features, which provide only a partial view of network behaviour. In this work, we investigate whether incorporating Transmit (TX) and Receive (RX) radio features alongside the standard RPL feature set can improve detection performance in an LSTM-based IDS. We evaluate the proposed approach across three different attack types, namely...
Towards Intrusion Detection Systems for RPL-based IoT Networks using Foundation Models
Announce Type: new Abstract: AI-based intrusion detection systems (IDS) have shown promise in detecting attacks on IoT systems. In this work, we explore the use of foundation models to detect and identify attacks, with a specific focus on RPL-based IoT networks. We study multiple attack types, attack variations, and network configurations, and provide insights into the performance of foundation models for attack identification.
Body found in search for 11-year-old boy who went missing in River Don
Body found in search for 11-year-old boy who went missing in River Don Mackenzie Swift entered the River Don on Saturday evening - Bookmark - CommentsGo to comments The body of an 11-year-old boy has been recovered after he went into a river, police have said. Mackenzie Swift was last seen entering the River Don, near Mexborough, South Yorkshire, on Saturday evening. The alarm was raised when he did not emerge from the water, prompting a 48-hour search.
Boy, 11, missing in River Don named as family told he 'could not have survived'
Boy, 11, missing in River Don named as family told he 'could not have survived' Police have told the family of 11-year-old Mackenzie Swift, who has been missing since entering the River Don on Saturday, that the youngster 'could not have survived' in the water for this length of time An 11-year-old boy who went missing after entering the River Don in Doncaster has been named, with police saying they had a "heartbreaking conversation" with his family that he "could not have survived" in the...
Mackenzie Shirilla's texts surface as 'hell on wheels' driver's appeal collides with Netflix's 'The Crash'
Newly released jail calls and text messages are shedding fresh light on the case of Mackenzie Shirilla, the Ohio woman dubbed "hell on wheels," whose murder conviction is back in the spotlight thanks to Netflix’s "The Crash. "Shirilla, now 21, is serving two concurrent terms of 15 years to life in person for killing Dominic Russo, 20, and Davion Flanagan, 19, after prosecutors said she deliberately slammed her Toyota Camry into a brick building in Strongsville, Ohio, on July 31, 2022....
Safer maternity care requires learning from the full breadth of staff and family experiences
In 2001, my daughter (CB) died of hypoxia just minutes after her near term birth, due to events in labour. At the time, perinatal reviews to understand why babies died were ad hoc, lacking standardisation and parent perspectives. Today, the once marginalised voices of bereaved parents are being centred in the ongoing national maternity investigation in England1 and local maternity inquiries in Leeds and Sussex.23 Although amplifying bereaved and harmed parents' voices is welcome, the focus...
Henry Nowak: Tragic final minutes of teen who died 'humiliated in handcuffs' after killer's 'wicked' racism lie
Henry Nowak: Tragic final minutes of teen who died 'humiliated in handcuffs' after killer's 'wicked' racism lie Henry Nowak, 18, died from multiple stab wounds in a brutal attack after a night out. His killer, Vickrum Digwa, falsely claimed he was a victim of a racist attack A fun night out with friends turned into complete tragedy for 18-year-old Henry Nowak, who was killed in a brutal and random attack. The university student was sending Snapchat videos to his mates while walking home from...
Man who murdered student with Sikh knife before 'wicked' racism lie jailed for life
Man who murdered student with Sikh knife before 'wicked' racism lie jailed for life Vickrum Digwa, 23, told 18-year-old student Henry Nowak 'I am a bad man' before fatally stabbing him in the heart - then lying and claiming he was the victim of a racist attack A man who stabbed a university student to death with a Sikh kirpan knife after telling him "I am a bad man" has been jailed for life. Vickrum Digwa, 23, launched a brutal attack on 18-year-old Henry Nowak from Chafford Hundred, Essex,...
Platner still has active account on anonymous app dubbed 'predator's paradise' amid cheating scandal
Senate candidate Graham Platner has not deactivated his account on a private messaging app associated with casual sex and anonymous encounters — despite facing mounting questions over infidelity and the platform’s ties to sexual exploitation. Platner, the presumptive Democratic nominee in Maine’s 2026 Senate race, has an active profile on Kik, an anonymous chatting platform notorious for lax identification methods that have enabled the proliferation of child sexual abuse material. The...
Tragic death of England World Cup hero's son and how he copes - 'I wear some of his clothes’
EXCLUSIVE: Tragic death of England World Cup hero's son and how he copes - 'I wear some of his clothes’ Terry Butcher is known as one of England's best ever captains, but the defensive titan has confronted his own grief in a documentary about his football career and family tragedy Terry Butcher rolls his eyes when he is labelled a hero - he reserves such a tag for people like his late son Chris. On October 16, 2017, the former England captain's life changed forever. As he did every morning,...