Research Projects

Current research projects in AI, machine learning, and computer vision.

am2552@rit.edu • github • linkedin • scholar

DeFake: Explainable Deepfake Detection

2024 PyTorch • CUDA • Computer Vision

Advanced research in explainable AI (XAI) for deepfake detection, focusing on lip-sync deepfakes and saliency map analysis. Implementing multi-modal approaches combining neuro-symbolic AI, attention mechanisms, and layer-wise relevance propagation (LRP).

Code Paper Demo

LLM Security & Bias Analysis

2023-2024 PyTorch • NLP • Transformers

Research on adversarial vulnerabilities in large language models (LLMs), investigating data poisoning and prompt injection attacks. Developed frameworks for bias detection and mitigation in AI-generated content.

Code Paper

Explainable Neural Machine Translation

2023 PyTorch • NLP • Attention Models

Developed analytical metrics for attention and alignment consistency in neural machine translation systems. Implemented novel approaches for improving explainability in sequence-to-sequence models.

Code Paper