Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile
Mangal Prakash@ICLR

@mangal_prakash_

ML for drug discovery. Generative modeling, Bayesian optimization, geometric DL

ID: 956111475038449664

linkhttps://mangalp.github.io calendar_today24-01-2018 10:28:34

336 Tweet

306 Followers

175 Following

Rohit Singh (@rohitsingh8080) 's Twitter Profile Photo

De novo protein design is great, but nature has millions of proteins- why not repurpose them? Introducing Raygun, a new approach to protein design. It allows you to miniaturize, magnify or modify any protein. We synthesized miniaturized variants of eGFP and mCherry! 1/

De novo protein design is great, but nature has millions of proteins- why not repurpose them? 

Introducing Raygun, a new approach to protein design. It allows you to miniaturize, magnify or modify any protein. We synthesized miniaturized variants of eGFP and mCherry! 1/
The Nobel Prize (@nobelprize) 's Twitter Profile Photo

BREAKING NEWS The Royal Swedish Academy of Sciences has decided to award the 2024 #NobelPrize in Physics to John J. Hopfield and Geoffrey E. Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks.”

BREAKING NEWS
The Royal Swedish Academy of Sciences has decided to award the 2024 #NobelPrize in Physics to John J. Hopfield and Geoffrey E. Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks.”
Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

Check out our latest work proposing a novel way to model mRNA sequences with language models by encoding biological hierarchical priors. Improves downstream property prediction and sequence generation tasks by 8% on avg. Joint work with amazing Artem Moskalev 🕊️ and Mehdi Yazdani

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

🌟 Excited to announce that we’ll be bringing our track, "AI in Computational Biology: From Molecules to Medicine", to #AMLDEPFL2025! If you work on 1️⃣ Integrative Multi-Omics or 2️⃣ Predictive & Generative Modeling for structural biology, consider submitting your poster by Nov 5

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

In our latest work on the impact of using geometry for RNA property prediction with Junjie Xu and Artem Moskalev 🕊️, we tackle data scarce RNA domain and show that geometry is useful in data and label scarce scenario but reliance on geometry for noisy and OOD scenarios hurts

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

Completely agree! Also the review quality is much lower in general. Seems like making reviewing mandatory for all authors for papers with certain number of submissions does not necessarily lead to better review quality

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

Excited to see our two papers on mRNA language modeling and RNA property prediction accepted at #ICLR2025! Big thanks to amazing Artem Moskalev 🕊️ and our two interns Mehdi Yazdani and Junjie Xu for the nice work! Check out the details below! #ML #RNA #ICLR2025

Jiaming Song (@baaadas) 's Twitter Profile Photo

As one of the people who popularized the field of diffusion models, I am excited to share something that might be the “beginning of the end” of it. IMM has a single stable training stage, a single objective, and a single network — all are what make diffusion so popular today.

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

How is the tick box exercise of just acknowledging rebuttal without responding at all supposed to improve reviewer-author discussion ICML Conference ? The authors get no rebuttal feedback and reviewers have no accountability as long as they tick acknowledgement button #icml2025

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

Into AI/ML for drug discovery and at #ICLR2025 in Singapore 🇸🇬! Come meet us at our posters. Main Conf •HELM: Thurs 10–12:30 | Hall 3 + Hall 2B #6 •Beyond Sequence: Sat 10–12:30 | Hall 3 + Hall 2B #5 AI4NA (Orals) •InfoSEM: Mon •HARMONY: Mon Let’s connect!

Mangal Prakash@ICLR (@mangal_prakash_) 's Twitter Profile Photo

Check out our recent work on how to build geometric equivarince for Hyena models enabling long context structural modeling with sub-quadratic complexity! Accepted at #icml2025 as spotlight. Amazing work by the talented Artem Moskalev 🕊️ and the team!