CRAIDec 30, 2025

FAST-IDS: A Fast Two-Stage Intrusion Detection System with Hybrid Compression for Real-Time Threat Detection in Connected and Autonomous Vehicles

arXiv:2512.24391v1h-index: 57
Originality Synthesis-oriented
AI Analysis

This addresses security challenges for connected and autonomous vehicles, but appears incremental as it builds on existing intrusion detection methods with compression techniques.

The paper tackles real-time threat detection in connected and autonomous vehicles by implementing a fast two-stage intrusion detection system with hybrid compression, enabling deployment in resource-constrained environments.

We have implemented a multi-stage IDS for CAVs that can be deployed to resourec-constrained environments after hybrid model compression.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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