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Author

Didik Sudyana

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Open access 2026

LLM-Driven Alert Correlation and Lifecycle Prediction With Threat Intelligence for Attack Forensics

Security Operations Centers face overwhelming volumes of alerts from firewalls, intrusion detection systems, and other sources. These alerts often lack temporal and semantic coherence, hindering analysts from reconstructing full MITRE ATT&CK lifecycles or anticipating subsequent techniques. To address this, we propose...

Ying-Dar Lin, Chun-Yi Chang, Didik Sudyana et al. · 0 citations
2026

Bridging Training–Deployment Gap in Intrusion Detection With Source-Free Domain Adaptation

Machine learning (ML)–based intrusion detection systems (IDS) frequently degrade when deployed across heterogeneous networks due to domain shifts in traffic composition and monitoring configurations. Conventional domain adaptation (DA) methods mitigate this issue by aligning source and target distributions, but they of...

Didik Sudyana, Wong Yu Xuan, Laurens D’hooge et al. · 0 citations

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