mlsanityData to 14 Oct 2026

Resilient-native and Intelligent NextG Systems

arXiv 2506.12795 ↗First posted 15 Jun 2025cs.ET cs.AIcited by 1

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Abstract (arXiv)

Just like power, water and transportation systems, wireless networks are a crucial societal infrastructure. As natural and human-induced disruptions continue to grow, wireless networks must be resilient to unforeseen events, able to withstand and recover from unexpected adverse conditions, shocks, unmodeled disturbances and cascading failures. Despite its critical importance, resilience remains an elusive concept, with its mathematical foundations still underdeveloped. Unlike robustness and reliability, resilience is premised on the fact that disruptions will inevitably happen. Resilience, in terms of elasticity, focuses on the ability to bounce back to favorable states, while resilience as plasticity involves agents (or networks) that can flexibly expand their states, hypotheses and course of actions, by transforming through real-time adaptation and reconfiguration. This constant situational awareness and vigilance of adapting world models and counterfactually reasoning about potential system failures and the corresponding best responses, is a core aspect of resilience. This article seeks to first define resilience and disambiguate it from reliability and robustness, before delving into the mathematics of resilience. Finally, the article concludes by presenting nuanced metrics and discussing trade-offs tailored to the unique characteristics of network resilience.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 11 of its 34 references that are in the map. First posted on arXiv 15 Jun 2025.

Builds on

11 of 34 references.

References · 11

  1. 2018World Modelscited by 1,513
  2. 2021GFlowNet Foundationscited by 290
  3. 2019A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problemscited by 160
  4. 2018Ultra-Reliable and Low-Latency Wireless Communication: Tail, Risk and Scalecited by 22
  5. 2025Tackling Feature and Sample Heterogeneity in Decentralized Multi-Task Learning: A Sheaf-Theoretic Approachcited by 10
  6. 2022An STL-based Approach to Resilient Control for Cyber-Physical Systemscited by 5
  7. 2024Resilient-By-Design: A Resiliency Framework for Future Wireless Networkscited by 3
  8. 2024An Internal Model Principle For Robotscited by 2
  9. 2025Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligencecited by 2
  10. 2025Resilient LLM-Empowered Semantic MAC Protocols via Zero-Shot Adaptation and Knowledge Distillationcited by 2
  11. 2025Accelerated Recovery with RIS: Designing Wireless Resilience in Mission-Critical Environmentscited by 1

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Citing papers per year: 2025: 1.

1 paper.

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  1. 2025Resilient-Native and Intelligent Next-Generation Wireless Systems: Key Enablers, Foundations, and Applications ↗
  2. 2025Advancing network resilience theories with symbolized reinforcement learning
  3. 2025Cyber Resilience in Next-Generation Networks: Threat Landscape, Theoretical Foundations, and Design Paradigms ↗
  4. 2025Quantitative Resilience Modeling for Autonomous Cyber Defense
  5. 2025Situational Awareness as the Imperative Capability for Disaster Resilience in the Era of Complex Hazards and Artificial Intelligence
  6. 2025Green Resilience of Cyber-Physical Systems: Doctoral Dissertation
  7. 2025On the Definition of Robustness and Resilience of AI Agents for Real-time Congestion Management
  8. 2025Evaluating Cooperative Resilience in Multiagent Systems: A Comparison Between Humans and LLMs ↗