Oct 2026· Zenodo (CERN European Organization for Nuclear Research)· 2 citations· 5 references
Military Technology and Strategies
Abstract
The carrier strike group (CSG) has been the emblem of maritime power projection for eight decades. This paper asks whether, and in what form, it can remain so as hypersonic missiles, proliferated space-based sensing, quantum and non-acoustic detection and agentic artificial intelligence (AI) compress the time and space in which naval forces operate. Working at the level of strategy and doctrine, it first corrects several widely repeated technical claims: hypersonic weapons are manoeuvrable but kinematically constrained, with turn radii of tens to hundreds of kilometres; a carrier cannot out-run them but is not a stationary target, because its kilometre-scale displacement over a missile's time of flight compounds the adversary's targeting problem; and quantum magnetometry erodes, but does not abolish, the opacity of the ocean. The paper then develops five arguments. First, survival has moved from the platform to the architecture: space, sea, land and subsea sensors must hand over track custody without seams. Second, command and control (C2) faces a Weberian paradox that AI-enabled "fluid institutions" can ease only if human authority, auditability and legal review are preserved. Third, the cost-exchange between cheap offence and expensive defence is now a first-order strategic variable. Fourth, the carrier's enduring value lies increasingly in strategic corridors (the Strait of Malacca, the Bay of Bengal and the sea lines of communication that feed them) and in the governance of the deep seabed, where the United Nations Convention on the Law of the Sea (UNCLOS) frames what navies may lawfully do. Fifth, four doctrine models (the Standoff Fortress, the Distributed Nodal Network, Chokepoint Denial and the Floating Liability) span the possibility set for the coming two decades. A section on the Bay of Bengal draws out implications for littoral and smaller states, including Bangladesh. Nine conceptual and computed figures and eight tables support the analysis, which contains no operational, targeting or engagement guidance.
This paper investigates developing real-world perception for active agents, proposes Gibson Environment for this purpose, and showcases a set of perceptual tasks learned therein.
F. Xia, Amir Zamir, Zhi-Yang He et al.· 2018 IEEE/CVF Conference on...· 1,069 citations· ⚡112
GAOKAO-Bench is introduced, an intuitive benchmark that employs questions from the Chinese GAOKAO examination as test samples, including both subjective and objective questions that contribute a robust evaluation benchmark for future large language models and offers valuable insights into the advantages and limitations...
Xiaotian Zhang, Chun-yan Li, Yi Zong et al.· arXiv.org· 216 citations· ⚡17
An algorithm is proposed which leverages disentangled semantic factors to generate adversarial perturbation by altering controlled semantic attributes to fool the learner towards various "adversarial" targets.
Haonan Qiu, Chaowei Xiao, Lei Yang et al.· arXiv.org· 208 citations· ⚡17
This work proposes a HALO that directly maximizes the utility of generations instead of maximizing the log-likelihood of preferences, and suggests that the best loss depends on the inductive biases most appropriate for a given setting, an oft-overlooked consideration.
This work investigates the possibilities of using LLMs in a resume screening setting via a document retrieval framework that simulates job candidate selection and finds that the MTEs are biased, significantly favoring White-associated names in 85% of cases and female-associated names in only 11.1% of cases.
This work shows that orders of magnitude enhancement in performance could be obtained by a combination of hardware improvements and tight quantum-HPC integration and introduces high-performance architectures for quantum-probabilistic computing with custom-designed accelerators to tackle today's industry-scale classical...
Masoud Mohseni, Artur Scherer, K. Johnson et al.· arXiv.org· 121 citations· ⚡9