Feedback Lunch: Learned Feedback Codes for Secure Communications

📰 ArXiv cs.AI

Learned feedback codes enhance secure communications by balancing reliability and information leakage

advanced Published 5 May 2026
Action Steps
  1. Apply universal hash functions to ensure security in communication channels
  2. Design seeded modular codes for block-fading Gaussian wiretap channels with channel-output feedback
  3. Combine learned feedback-based codes with universal hash functions to enhance reliability
  4. Analyze the trade-off between communication reliability and information leakage in secure communication channels
  5. Implement learned feedback codes in secure communication systems to improve secrecy capacity
Who Needs to Know This

Researchers and engineers working on secure communication systems can benefit from this concept to improve the reliability of their channels while minimizing information leakage

Key Insight

💡 Learned feedback codes can improve the secrecy capacity of secure communication channels by balancing reliability and information leakage

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📱💻 Learned feedback codes can enhance secure communications! #securecommunications #informationtheory

Key Takeaways

Learned feedback codes enhance secure communications by balancing reliability and information leakage

Full Article

Title: Feedback Lunch: Learned Feedback Codes for Secure Communications

Abstract:
arXiv:2510.16620v3 Announce Type: replace-cross Abstract: We consider reversely-degraded secure-communication channels, for which the secrecy capacity is zero if there is no channel feedback. Specifically, we focus on a seeded modular code design for the block-fading Gaussian wiretap channel with channel-output feedback, combining universal hash functions for security and learned feedback-based codes for reliability. The trade-off between communication reliability and information leakage is stud
Read full paper → ← Back to Reads

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