STM Journals Peer-reviewed research from Consortium e-Learning Network

2 publications

  • Published Subscription Original Research

    Automated Math Solver Assist with LLM RAG

    By Divya K.K, Muhammed Dhanish K, Muhammed Rashid T, Muhammed Rishan O.K, Shabin Muneer

    Abstract: The challenges of solving complex mathematical problems often hinder efficiency in various scientific and engineering domains. This project proposes an innovative solution to these challenges by integrating automated math solvers with large language model (LLM) retrieval-augmented generation (RAG). The proposed system aims to streamline mathematical problem-solving processes, offering a robust and precise tool for real-time recognition, classification, and solution generation. This work provides a novel method of automating the solution …

    Published in Current Trends in Signal Processing · Vol. 14, Issue 2, 2024 · pp. 25–30 Read article

  • Published Subscription Original Research

    Robustness of Deepfake Detection Systems Against Adversarial Attacks

    By Divya K.K, Muhammad Rafnas K.M., Muhammed Ismail P, Muhammed Minshad C

    Abstract: This paper explores a deep learning system to detect deepfake videos, a common type of fake media. With the use of sophisticated methods such as recurrent neural networks (RNNs) and convolutional neural networks (CNNs), our system can reliably discern between authentic and altered videos. It analyzes both the images and the audio in videos to find signs of deepfake manipulation. We process video frames and audio, extract features with CNNs …

    Published in Journal of Instrumentation Technology & Innovations · Vol. 14, Issue 2, 2024 Read article

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