Abbas Mammadov

I am a final year CS & Math BSc. student at Korea Advanced Institute of Science and Technology (KAIST). I am a research intern at BISPL Lab under the supervision of Professor Jong Chul Ye and completed research internship at KAI Inc.. My research interests include, but are not limited to scaling the diffusion models to arbitrary geometries, advancing the applicability in inverse problems, building novel theoretically well-supported generative framework to learn probability distributions. I also researched on theoretical DL to investigate the data geometries and topologies. Recently, I have been collaborating with Professor Anima Anandkumar at Caltech, researching on the generalization of diffusion models in function spaces.
Furthermore, I enjoy solving and proposing competitive math problems, please see Math Olympiads for more details on my Olympiad background and contributions.
Download my CV and Transcript.
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News
Mar 06, 2025 | Our Amortized Posterior Sampling (APS) paper has been accepted to ICLR 2025 FPI workshop |
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Mar 02, 2025 | I moved to Pasadena, CA, US and started Research Assistant position at Caltech |
Feb 24, 2025 | I graduated from KAIST with Summa Cum Laude (highest) and Excellent Academic Records |
Oct 10, 2024 | Our Function Space Inverse Solver paper is accepted to NeurIPS ML4PS workshop |
Jul 23, 2024 | Served as a Leader at International Math Olympiad (IMO) 2024 and IMSC 2024 |
Publications
- preprintGeometric Diffusion Models for Data Over Arbitrary Manifoldspreprint, 2024