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Pages
Posts
academic
Master by Taught
Computer Science, Swansea University, 2020
Master by Taught in Swansea Univeristy (Distinction)
Master by Research
Computer Science, Swansea University, 2023
Master by Research in Swansea University
portfolio
Swansea University Workshop Poster
ICLR 2024 Poster
ICLR Conference Poster
ICLR 2024 Poster
publications
De novo protein design using geometric vector field networks
Published in ICLR 2024 (Spotlight), 2024
Tired of using IPA? Try VFN!
Download here
Floating Anchor Diffusion Model for Multi-motif Scaffolding
Published in ICML 2024, 2024
A new diffusion model for multi-motif scaffolding, which takes the motifs as rigids and allows them to move while preserving their strucuters
Download here
talks
Revolutionizing Protein Design: The Vector Field Network Approach
Published:
In the rapidly evolving field of protein design, traditional methods have often been hampered by limitations in accurately modeling the intricate structures of proteins. This presentation introduces the Vector Field Network (VFN), a groundbreaking approach that transcends these limitations by leveraging learnable vector computations. VFN represents a significant leap forward, offering unparalleled precision in modeling both protein frames and atoms. We will explore how VFN not only enhances our capability to design novel proteins but also sets new benchmarks in protein diffusion and inverse folding challenges. Join us as we delve into the mechanics of VFN, its comparative advantages over existing models, and its potential to usher in a new era of innovations in protein science.