VantAI
VantAI
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Deep Confident Steps to New Pockets: Strategies for Docking Generalization | Gabriele Corso
Unlocking the Future of Drug Discovery with Generative AI!
In our 8th talk, Gabriele Corso, PhD student at MIT, talks about their recent work on improving docking generalization through scaling, synthetic data, and a new self-training paradigm called confidence bootstrapping.
Links:
- DockGen: arxiv.org/abs/2402.18396
- VantAI: www.vant.ai
มุมมอง: 406

วีดีโอ

Evo: DNA foundation modeling from molecular to genome scale | Brian Hie
มุมมอง 8742 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our 7th talk, Brian Hie, Assistant Professor at Stanford and Innovation Investigator at Arc Institute discusses their work on Evo, a genome-scale foundation model across DNA, RNA, and Proteins. Links: - Evo: www.biorxiv.org/content/10.1101/2024.02.27.582234v2 - Arc Institute: arcinstitute.org - VantAI: www.vant.ai
Generative Flows on Discrete State-Spaces | Andrew Campbell, Jason Yim
มุมมอง 6553 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our 6th talk, Andrew Campbell (Oxford) and Jason Yim (MIT) are talking about generalizing flows to discrete and continuous spaces for protein sequence and structure co-design. Links: - Multiflow: arxiv.org/pdf/2402.04997.pdf - VantAI: www.vant.ai
SE(3)-Stochastic Flow Matching for Protein Backbone Generation | Joey Bose, Alex Tong
มุมมอง 8234 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our 5th talk, Joey Bose and Alex Tong from dreamfold will give us an overview of their most recent paper: SE(3)-Stochastic Flow Matching for Protein Backbone Generation. Links: - VantAI: www.vant.ai - Dreamfold: www.dreamfold.ai
Illuminating protein space with a programmable generative model | Gevorg Grigoryan, Zak Costello
มุมมอง 1.1K5 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our 4th talk, Gevorg Grigoryan and Zak Costello from Generate Biomedicines will give us an overview of their most recent work published in Nature known as Chrome. Links: - VantAI: www.vant.ai - Generate Biomedicines: generatebiomedicines.com - Chroma: www.nature.com/articles/s41586-023-06728-8
Flow Matching: Simplifying and Generalizing Diffusion Models | Yaron Lipman
มุมมอง 11K6 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our third talk, Yaron Lipman (Weizmann Institute of Science, Meta) will give us an overview of Flow Matching and how it compares to diffusion models. Subscribe and stay tuned for more enlightening discussions in this series! Links: - VantAI: www.vant.ai - Weizmann Institute of Science: www.weizmann.ac.il - Lecture slides: drive.googl...
Evaluating AI models for structure-based drug design | Charlie Harris, Martin Buttenschoen
มุมมอง 1.1K7 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! In our second talk, Charlie Harris (Cambridge) and Martin Buttenschoen (Oxford) guide us through their recent papers, PoseCheck and PoseBusters. They highlight challenges and opportunities in evaluating AI models for structure-based drug design based on physical constraints. Subscribe and stay tuned for more enlightening discussions in ...
Harnessing Geometry For Molecular Design | Michael Bronstein, Bruno Correia
มุมมอง 3.9K8 หลายเดือนก่อน
Unlocking the Future of Drug Discovery with Generative AI! Dive into our premiere episode of a monthly lecture series dedicated to Generative AI in Drug Discovery. Renowned experts Michael Bronstein and Bruno Correia shed light on how advanced AI techniques, including diffusion models, are transforming the realm of protein engineering. Discover the profound impact AI holds for the future of dru...