Memory Dump

Memory dump analysis focuses on extracting valuable information from the raw data of a computer's memory, aiming to improve cybersecurity and digital forensics capabilities. Current research emphasizes applying machine learning, particularly deep learning and graph neural networks, to identify sensitive data like cryptographic keys within memory dumps, often focusing on specific applications like SSH key extraction. This work is significant for enhancing security by improving the detection of malicious activities and for advancing the field of digital forensics through more efficient and accurate data retrieval techniques. The development of robust algorithms and publicly available datasets is driving progress in this area.

Papers