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FaulT-Bench: Towards Benchmarking Network Troubleshooting LLM Agents under Unreliable User Tickets
Kuan-Hao Tseng, Niruth Bogahawatta, Yasod Ginige +3
LLM-based agents are increasingly proposed for network fault diagnosis, but existing benchmarks evaluate them only on accurate tickets and always assume a fault is present, conditi…
VC-FeS: Viewpoint-Conditioned Feature Selection for Vehicle Re-identification in Thermal Vision
Yasod Ginige, Ransika Gunasekara, Darsha Hewavitharana +3
Identification of less-articulated objects using single-channel images, such as thermal images, is important in many applications, such as surveillance. However, in this domain, ex…
SADE: Symptom-Aware Diagnostic Escalation for LLM-Based Network Troubleshooting
Kuan-Hao Tseng, Niruth Bogahawatta, Yasod Ginige +3
Large language model (LLM) agents are increasingly applied to network troubleshooting, but root-cause localization on public benchmarks remains well below practical deployment thre…
Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis
Yasod Ginige, Pasindu Marasinghe, Sajal Jain +1
Cyber threats are rapidly increasing, expanding their impact from large-scale enterprises to government services and individual users, making robust security systems increasingly e…