Digital Library

1. 1. Malware Image Classification with Dilated Convolution and Channel Attention in ConvNeXt-Tiny
   Joon-soo Shim, Chan-ho Lee, Jong-geun Choi, Hyuk-jin Kwon, Vol. 27, No. 1, pp. 27-38, Feb. 2026
   10.7472/jksii.2026.27.1.27
   Keywords: Malware classification, Transfer Learning, Deep Learning, ConvNeXt, Dilated Convolution, channel attention, Low-label Learning, Image-based Malware Detection, Generalization performance, cybersecurity
2. 2. sLLM-Based Multi-Agent Situation-Aware Decision-Making System for Mission-Oriented Task Planning in MUM-T Operations
   Hye-rim Han, Jong-geun Choi, Vol. 26, No. 4, pp. 89-97, Aug. 2025
   10.7472/jksii.2025.26.4.89
   Keywords: MUM-T, Multi-agent, Command & Control System, Decision-Making system, UAV, GCS, sLLM
3. 3. Small Language Model and RAG-Based Military Maintenance Manual Curation System
   Ye-rin Nam, Han-seon Choi, Jong-Geun Choi, Hyuk-Jin Kwon, Young-hoon Lee, Vol. 26, No. 1, pp. 181-192, Feb. 2025
   10.7472/jksii.2025.26.1.181
   Keywords: SLM(small Language Model), On-Device, RAG, Continual Pre-training, LoRa, PLM, Domain Specific
4. 4. Building plan research of Smart Ammunition Logistics System based on the 4th industrial technology
   Jong-Geun Choi, Byung-Kyoo Kim, Yoon Seok Chang, Vol. 23, No. 1, pp. 135-145, Feb. 2022
   10.7472/jksii.2022.23.1.135
   Keywords: logistics, ammunition, ammunition logistics, 4 industry technology, smart