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AutoSUT: The Environment Semantics Gap in Structured CTI for Adversary Emulation
Announce Type: new Abstract: Structured Cyber Threat Intelligence (CTI) is increasingly used for adversary emulation, detection evaluation, and cyber range design. However, these workflows still require a target System Under Test (SUT) whose environment is not fully described by public CTI. We measure how much of that environment can be derived from MITRE ATT&CK Structured Threat Information Expression (STIX) bundles.
Synthetic APTs: the Collapse of TTP-Based Attribution
Announce Type: new Abstract: Cyber Threat Intelligence CTI attribution relies on identifying the Tactics, Techniques, and Procedures TTPs that distinguish one threat actor from another. This approach presupposes that each adversary leaves a recognizable operational fingerprint. This work investigates whether AI driven adversary emulation challenges that presupposition.
Systems-Level Planning and Coordination of Truck-Drone Collaborative Delivery Networks
arXiv:2606.08738v1 Announce Type: new Abstract: Urban last-mile parcel delivery increasingly relies on heterogeneous fleets whose performance depends on timely coordination, reliable communication, and scalable control. Truck-drone collaboration has emerged as a networked cyber-physical delivery paradigm that combines the payload capacity and range efficiency of trucks with the agility of drones in congested or access-limited urban environments. This paper proposes a layered planning and...
Beyond Rewards in Reinforcement Learning for Cyber Defence
arXiv:2602.04809v3 Announce Type: replace Abstract: Recent years have seen an explosion of interest in autonomous cyber defence agents trained to defend computer networks using deep reinforcement learning. These agents are typically trained in cyber gym environments using dense, highly engineered reward functions which combine many penalties and incentives for a range of (un)desirable states and costly actions. Dense rewards help alleviate the challenge of exploring complex environments but...
ChronosAD: Leveraging Time Series Foundation Models for Accurate Anomaly Detection
Announce Type: new Abstract: Time series anomaly detection is a crucial task in various domains, including finance, healthcare, and industry. However, existing methods often struggle to generalize across different datasets, especially when anomalies are subtle or context-dependent. To solve this issue, we introduce ChronosAD, a novel architecture for anomaly detection that uses a time series foundation model as a feature extractor.
Newegg Promo Code: 10% Off in June 2026
Newegg currently has promo codes and deals on gently used, refurbished, new and hard-to-find electronics, gaming products and more. Remaining one of the biggest online-only retailers in the US for the last 20 years, Newegg is a leading global online retailer for PC hardware, home appliances and all things tech, as well as providing help with businesses’ e-commerce needs. In the last decade, Newegg has expanded its online retail presence, selling everything from PC parts to refurbished vacuum...
Are these the first shots of the US Air Force's sixth-generation F-47 fighter?
Are these the first shots of the US Air Force's sixth-generation F-47 fighter? A thermal image allegedly showing a new aircraft over Area 51 has sparked speculation about the US Air Force’s sixth‑generation stealth fighter, the Boeing F‑47. The outline of the aircraft resembles that of the F‑47 demonstrator, two renditions of which were released in the White House last year.
UK shoe store chain Wynsors may close stores as restructuring puts 100 jobs at risk
UK shoe store chain Wynsors may close stores as restructuring puts 100 jobs at risk Wynsors World of Shoes is reportedly considering closing several stores as part of a restructuring process that could affect around 100 jobs, after it was acquired by an investment firm six months ago Footwear retailer Wynsors World of Shoes is undergoing a restructuring process that could place 100 jobs in jeopardy, just six months after the chain was acquired by an investment firm. Investment firm Modella...
India may have lost a key sixth-gen fighter option as China races ahead with flying prototypes
India may have lost a key sixth-generation fighter option as China races ahead with flying prototypes India's options for acquiring a sixth-generation fighter aircraft may have taken a step back. One of the two European programmes that New Delhi has been closely watching for future requirements now faces uncertainty. The two leading European sixth-generation fighter projects are the Franco-German-Spanish Future Combat Air System (FCAS) and the UK-Japan-Italy Global Combat Air Programme (GCAP).
IstGPT: LLM-based Anomaly Detection for Spatial-Temporal Graph in Industrial Systems
arXiv:2606.01691v1 Announce Type: new Abstract: Industrial Internet systems face increasing threats from sophisticated industrial control system (ICS) attacks, resulting in critical safety incidents. However, existing tools exhibit limited effectiveness in real-time anomaly detection due to the complex dependencies among sensors and actuators. To tackle this, we present IstGPT, the first industrial anomaly detection tool based on LLMs and graph learning to provide real-time protection...