Hi, my name is Logan Bolton

Get in touch

Image
Profile Image

About Me

I am a senior majoring in Computer Science at Auburn University. I'm passionate about AI/ML and improving our understanding of the world through science. I have experience with Python, PyTorch, SQL, JavaScript, C#, HTML/CSS and more.

View Resume

Research

[ACCV 2024 Oral]
Vision Language Models are Blind

This paper examines the limitations of VLMs, such as GPT-4o, in extremely simple, abstract vision tasks. Despite their high scores on multimodal benchmarks, these models often fail on very basic cases.

This research has been featured by OpenAI, TechCrunch, and Ars Technica.

[Arxiv Preprint]
HoT: Highlighted Chain of Thought for Referencing Supporting Facts from Inputs

This paper explores how allowing LLMs to highlight their chain of thought to visually link information in the question and answer can increase LLM accuracy while also improving user experience.

Projects

Twitter Disaster Prediction Model

Classified if tweets were referencing real world disasters or not using a fine tuned BERT model. Achieved 83% accuracy and top 10% performance amongst thousands of competitors in a Kaggle competition.

Facial Detection Model

Developed a YOLOv5 model for facial recognition using a publicly available dataset of 1,000+ images resulting in a model that is able to quickly recognize faces in real-time videos.

Neural Network from Scratch

Created a neural network from scratch using Python and Numpy without the use of modern libaries like Pytorch. The model was trained on the MNIST dataset and achieved 92% accuracy using only a shallow network.

Contact

Image

Have a question or want to work together? Feel free to send me an email:

loganbolton101@gmail.com