Aakash Kumar Singh
Core Member, DSG IIT Roorkee
Education
- B.Tech, Data Science and Artificial Intelligence, IIT Roorkee (2022–2026)
Research Interests
- Diffusion Models
- Machine Learning & Deep Learning
- Multimodal Large Language Models
Achievements
- Ranked 16th in Amazon ML Challenge 2024 (Top 1% of 2k+ teams)
- Got a Silver Medal in Kaggle AI Mathematical Olympiad 2024
Publications
- Umrajkar, V., Singh A.K., (2025). Detection Limits and Statistical Separability of Tree Ring Watermarks in Rectified Flow-based Text-to-Image Generation Models. 1st Workshop on GenAI Watermarking @ ICLR 2025 (Co-Author)
Projects
- Segment-then-edit
Developed a gradio app for editing specific parts of image, enabling fast inpainting of the area and replacing it with a new object. - Multimodal RAG
Implemented a CLIP aided dynamic database to store live information about the world and retrieve it using a Vision Language Model via question answering.