Kyle Swanson (@kylewswanson) 's Twitter Profile
Kyle Swanson

@kylewswanson

I'm a PhD student in Computer Science at Stanford University. My research focuses on machine learning applied to biomedicine and drug discovery.

ID: 1235265480341979136

linkhttps://swansonkyle.com/ calendar_today04-03-2020 18:07:13

64 Tweet

686 Followers

402 Following

Shirley Wu (@shirleyyxwu) 's Twitter Profile Photo

Thrilled to release 🌟STaRK 🌟 - A large-scale LLM retrieval benchmark on semi-structured knowledge bases. While LLMs excel at reasoning and semantic retrieval, they struggle with more complex tasks. Especially when real-world user queries require a combination of unstructured

Thrilled to release 🌟STaRK 🌟 - A large-scale LLM retrieval benchmark on semi-structured knowledge bases. 

While LLMs excel at reasoning and semantic retrieval, they struggle with more complex tasks. Especially when real-world user queries require a combination of unstructured
Elana Simon (@elanapearl) 's Twitter Profile Photo

The Illustrated AlphaFold bit.ly/the-illustrate… Do you want to know how AlphaFold3 works? It has one of the most intimidating transformer-based architectures, so to make it approachable, we made a visual walkthrough inspired by Jay Alammar's Illustrated Transformer! 🧵 (1/7)

The Illustrated AlphaFold
bit.ly/the-illustrate…

Do you want to know how AlphaFold3 works? It has one of the most intimidating transformer-based architectures, so to make it approachable, we made a visual walkthrough inspired by <a href="/JayAlammar/">Jay Alammar</a>'s Illustrated Transformer!

🧵 (1/7)
Kyle Swanson (@kylewswanson) 's Twitter Profile Photo

ADMET-AI is now published in Bioinformatics! ADMET-AI provides free, fast, & accurate prediction of absorption, distribution, metabolism, excretion, & toxicity properties of molecules at admet.ai.greenstonebio.com Blog: portal.valencelabs.com/blogs/post/adm… Paper: academic.oup.com/bioinformatics…

James Zou (@james_y_zou) 's Twitter Profile Photo

📢#AI predicting molecule properties to guide drug discovery. Our updated ADMET-AI paper is now published: 📰 Paper: academic.oup.com/bioinformatics… 🌐 Interactive website admet.ai.greenstonebio.com Great job led by Kyle Swanson, Rabindra Shivnaraine in collaboration with Greenstone Biosciences!

Kyle Swanson (@kylewswanson) 's Twitter Profile Photo

I'm excited to share our Nature Methods primer on language models for biological research. Elana Simon, James Zou, and I explain how to use language models, both natural language models and biological language models, to accelerate biological research. nature.com/articles/s4159…

James Zou (@james_y_zou) 's Twitter Profile Photo

Very excited to share our primer on LLM for biology Nature Methods! We discuss how to use: ⚡️human & protein LMs (eg #ESM) ⚡️#singlecell & #multimodel LMs ⚡️when to fine-tune, transfer learn etc. Paper nature.com/articles/s4159… Colab tutorial colab.research.google.com/drive/1zIIRGeq… Written for a

Very excited to share our primer on LLM for biology <a href="/naturemethods/">Nature Methods</a>! We discuss how to use:
⚡️human &amp; protein LMs (eg #ESM)
⚡️#singlecell &amp; #multimodel LMs
⚡️when to fine-tune, transfer learn etc.
Paper nature.com/articles/s4159…
Colab tutorial colab.research.google.com/drive/1zIIRGeq…
Written for a
Kyle Swanson (@kylewswanson) 's Twitter Profile Photo

Very cool The New Yorker article by Dhruv Khullar on AI for antibiotic discovery. Thank you for covering some of our work with Jon Stokes and James Zou! References below. Chemprop: cell.com/cell/fulltext/… SyntheMol: nature.com/articles/s4225… newyorker.com/magazine/2024/…

James Zou (@james_y_zou) 's Twitter Profile Photo

📢 Excited that #unitox is selected as a #NeurIPS2024 spotlight!💡 We created #LLM agent to analyze >100K pages of FDA docs from all approved drug ➡️ new database annotating 8 toxicity types for 2400 drugs. Validated by clinicians. openreview.net/pdf?id=Vb1vVr7… Data

📢 Excited that #unitox is selected as a #NeurIPS2024 spotlight!💡

We created #LLM agent to analyze &gt;100K pages of FDA docs from all approved drug ➡️ new database annotating 8 toxicity types for 2400 drugs. Validated by clinicians. openreview.net/pdf?id=Vb1vVr7…
Data
Kyle Swanson (@kylewswanson) 's Twitter Profile Photo

Thank you Kevin Roose for highlighting SyntheMol! SyntheMol is our generative AI model for drug design that ensures easy synthesis of generated molecules, allowing us to rapidly identify six AI-designed molecules with promising antibiotic activity. nytimes.com/2024/12/30/tec…

Joseph C Wu, MD, PhD (@joseph_c_wu) 's Twitter Profile Photo

Our latest review, "Next-Gen Therapeutics: Pioneering #DrugDiscovery with #iPSCs, #Genomics, #AI, and Clinical Trials in a Dish", is out in Annual Reviews! annualreviews.org/content/journa… Congrats to Zehra Yildirim Kyle Swanson James Zou Stanford CVI Greenstone Biosciences

Our latest review, "Next-Gen Therapeutics: Pioneering #DrugDiscovery with #iPSCs, #Genomics, #AI, and Clinical Trials in a Dish", is out in <a href="/AnnualReviews/">Annual Reviews</a>!
annualreviews.org/content/journa…
Congrats to <a href="/_ZehraYildirim_/">Zehra Yildirim</a> <a href="/KyleWSwanson/">Kyle Swanson</a> <a href="/james_y_zou/">James Zou</a> <a href="/StanfordCVI/">Stanford CVI</a> <a href="/GreenstoneBio/">Greenstone Biosciences</a>
James Zou (@james_y_zou) 's Twitter Profile Photo

Our new paper in Circulation shows how #ADMET-AI predicts cardiotoxicity of drugs and generates interpretable insights ahajournals.org/doi/abs/10.116… Great collaboration w/ Joseph C Wu, MD, PhD Greenstone Biosciences led by Souhrid Mukherjee and Kyle Swanson 👏

Our new paper in <a href="/CircAHA/">Circulation</a> shows how #ADMET-AI predicts cardiotoxicity of drugs and generates interpretable insights  ahajournals.org/doi/abs/10.116…

Great collaboration w/ <a href="/Joseph_C_Wu/">Joseph C Wu, MD, PhD</a> <a href="/GreenstoneBio/">Greenstone Biosciences</a> led by Souhrid Mukherjee and <a href="/KyleWSwanson/">Kyle Swanson</a> 👏
Circulation (@circaha) 's Twitter Profile Photo

ADMET-AI accurately predicts drug-induced cardiotoxicity and allows interpretation via most important ADMET properties: implications in cardiovascular drug discovery Joseph C Wu, MD, PhD Souhrid Mukherjee Kyle Swanson James Zou Parker Walther Rabindra Shivnaraine Paul Pang ahajournals.org/doi/full/10.11…

ADMET-AI accurately predicts drug-induced cardiotoxicity and allows interpretation via most important ADMET properties: implications in cardiovascular drug discovery <a href="/Joseph_C_Wu/">Joseph C Wu, MD, PhD</a> <a href="/soudontell33001/">Souhrid Mukherjee</a> <a href="/KyleWSwanson/">Kyle Swanson</a> <a href="/james_y_zou/">James Zou</a> <a href="/WaltherParker/">Parker Walther</a> <a href="/rvshiv/">Rabindra Shivnaraine</a> <a href="/pdpang/">Paul Pang</a> ahajournals.org/doi/full/10.11…
Peter Holderrieth (@peholderrieth) 's Twitter Profile Photo

Our MIT class “6.S184: Introduction to Flow Matching and Diffusion Models” is now available on YouTube! We teach state-of-the-art generative AI algorithms for images, videos, proteins, etc. together with the mathematical tools to understand them. diffusion.csail.mit.edu (1/4)

Our MIT class “6.S184: Introduction to Flow Matching and Diffusion Models” is now available on YouTube!

We teach state-of-the-art generative AI algorithms for images, videos, proteins, etc. together with the mathematical tools to understand them.

diffusion.csail.mit.edu

(1/4)
James Zou (@james_y_zou) 's Twitter Profile Photo

>700K people die each year due to S. aureus infection. Today we show that our AI designed new molecule, synthecin, stops drug-resistant S. aureus MRSA in mouse model💊 We created synthecin w/ SyntheMol-RL, our new RL generative AI. All open source biorxiv.org/content/10.110…

&gt;700K people die each year due to S. aureus infection.

Today we show that our AI designed new molecule, synthecin, stops drug-resistant S. aureus MRSA in mouse model💊

We created synthecin w/ SyntheMol-RL, our new RL generative AI. All open source biorxiv.org/content/10.110…