Latest research in Social Media Forensics for Android Devices focuses on developing advanced methodologies and AI-driven tools to extract, analyze, and interpret data from social media applications on mobile platforms. Studies emphasize techniques for capturing evidence from communication apps, addressing challenges posed by encryption, frequent app updates, and diverse Android versions. Research incorporates live memory analysis, transformer-based models, and performance-optimized frameworks to detect anomalies, recover deleted data, and support investigations related to cyberstalking, online threats, and criminal activities. These advancements collectively aim to enhance the efficiency, accuracy, and reliability of forensic investigations on Android social media applications, providing law enforcement with intelligent, data-driven solutions.