TL-RL-FusionNet: An Adaptive and Efficient Reinforcement Learning-Driven Transfer Learning Framework for Detecting Evolving Ransomware Threats

🗓️ 22 Apr 2026 00:00:00Reported by Rafiqul Islam, Arash Mahboubi, Md Zahidul Islam, Jannatul FerdousType

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RL-guided transfer learning with frozen backbones detects evolving ransomware from dynamic behavior features.

22 Apr 2026 00:00Current

5.9Medium risk

Vulners AI Score5.9

reinforcement learning transfer learning frozen backbones residual neural net ransomware detection dynamic behavior features file system activity registry changes network traffic api calls anti analysis checks efficient models lightweight classifier learning agent