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Domain-Agnostic Representation of Side-Channels
1School of Information Technology, Deakin University, Geelong 3216, Australia.
Entropy (Basel, Switzerland)
|August 29, 2024
Summary
Side-channel sensing (SCS) extracts information from unintended pathways. This study unifies diverse SCS applications across cybersecurity, medical diagnostics, and human-computer interaction using a domain-agnostic framework.
Area of Science:
- Computer Science
- Information Security
- Signal Processing
Background:
- Side channels are unintended pathways leaking target system information.
- Side-channel sensing (SCS) exploits these channels for information extraction.
- SCS is established in cybersecurity (CYB) and emerging in medical diagnostics and monitoring (MDM) and human-computer interaction (HCI).
Purpose of the Study:
- To analyze and unify existing literature on SCS across diverse domains (CYB, MDM, HCI, Misc).
- To propose a domain-agnostic SCS framework for systematic study and exploitation of side channels.
- To explore future methodologies for cross-domain transferability and new side channel discovery.
Main Methods:
- Literature analysis of SCS examples across cybersecurity, medical diagnostics, human-computer interaction, and miscellaneous domains.
- Identification of underlying advanced sensing and signal processing techniques.
- Development of a domain-agnostic SCS framework.
Main Results:
- Established SCS applications in cybersecurity, medical diagnostics, and human-computer interaction share common foundations in advanced sensing and signal processing.
- A proposed domain-agnostic SCS framework facilitates a systematic approach to studying, detecting, and exploiting side channels.
- Modeling SCS as domain-independent data structures enables computational approaches and technique transferability.
Conclusions:
- SCS is a unifying concept across diverse fields, underpinned by advanced sensing and signal processing.
- The proposed SCS framework enables formalized, systematic analysis and exploitation of side channels.
- Future research can leverage data structure modeling for cross-domain SCS applications, leakage detection, and novel side channel discovery.
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