Ross Irwin
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rossirwin.bsky.social
Ross Irwin
@rossirwin.bsky.social
PhD student at AstraZeneca and Chalmers University working on generative models for drug design
Reposted by Ross Irwin
Thrilled to announce that the first paper from Flemming's PhD was accepted as Poster for NeurIPS2025! In this paper we adapt the HollowNet idea from Chen and Duvenaud to equivariant MP networks, to get cheap sample likelihoods for flow-based Boltzmann Generators. Preprint/code coming soon.
September 22, 2025 at 10:48 AM
Reposted by Ross Irwin
P.S. We're opening 2 PhD positions very soon! If you're into AI for molecules and thinking about a PhD in drug and/or materials design, stay tuned @ ailab.bio 👀
AIME
Machine Learning ∩ Chemistry ∩ Life Sciences
ailab.bio
May 28, 2025 at 5:22 PM
Reposted by Ross Irwin
Had a great team workshop yesterday at Chalmers. A full day of getting to know each other better, discussing research, and brainstorming. I'm really proud of the team, the passion and supportive energy they bring, and the environment we've built together over the last couple years!
May 28, 2025 at 5:22 PM
I’ll be at AISTATS presenting our work on designing efficient and scalable equivariant models for 3D molecular generation. You can find me at poster session 2, no 132. Also very happy to meet up during the conference!
May 2, 2025 at 4:13 PM
Reposted by Ross Irwin
Join us in Gothenburg for the 3rd CHAIR Structured Learning Workshop! Very exciting line-up of speakers and we expect lots of engaging discussions, too. Attendance is free but you need to apply as we have limited slots.
April 24, 2025 at 2:58 PM
Reposted by Ross Irwin
Registration for this years CHAIR Structured Learning Workshop is open. Speakers include: Klaus Robert Müller, Jens Sjölund, @alextong.bsky.social ,
@janstuehmer.bsky.social, @arnauddoucet.bsky.social, @marcocuturi.bsky.social , Marta Betcke,
Elena Agliari, Beatriz Seoane, Alessandro Ingrosso
2025 CHAIR Structured Learning Workshop
Welcome to the 2025 Chalmers AI Research Center Workshop for Structured Learning. In this workshop we broadly cover topics related to Structured Learning targeting specifically the following questions...
ui.ungpd.com
April 24, 2025 at 1:48 PM
Reposted by Ross Irwin
Excited to present our poster on Boltzmann priors for Implicit Transfer Operators tomorrow at @iclr-conf.bsky.social!
See you tomorrow at poster 13, 10-12:30.
April 24, 2025 at 8:20 AM
Reposted by Ross Irwin
Check out cool new work from our group in collaboration with Pfizer and AstraZeneca, lead by Julian Cremer and Ross Irwin on FLOWR, a flow-based ligand generation approach, and highly sanitized benchmark dataset, SPINDR, for the SBDD community!
Cremer, Irwin, Tibot, Janet, Olsson, Clevert: FLOWR: Flow Matching for Structure-Aware De Novo, Interaction- and Fragment-Based Ligand Generation https://arxiv.org/abs/2504.10564 https://arxiv.org/pdf/2504.10564 https://arxiv.org/html/2504.10564
April 16, 2025 at 12:46 PM
Reposted by Ross Irwin
Check out RetroSynFormer, a Decision Transformer model for multi-step retrosynthesis planning. Developed with an industrial PhD student in my team, Emma Granqvist, and her AstraZeneca co-supervisor Samuel Genheden, RetroSynFormer reframes retrosynthesis as a sequence modeling task. (1/2)
April 15, 2025 at 4:24 PM
Reposted by Ross Irwin
Industry PhD opportunity: together with AstraZeneca, we’re recruiting an industial PhD student in data-driven life sciences to join us here in Gothenburg, SE! Deadline to apply April 24. More info in ad: www.scilifelab.se/career/indus...
Industrial PhD student in Data-Driven Life Sciences
Industrial PhD student in Data-Driven Life Sciences Are you passionate about applying computational approaches to solve problems within chemistry and biology? We are now looking for an Industrial PhD ...
www.scilifelab.se
April 7, 2025 at 6:39 AM
Reposted by Ross Irwin
The Chalmers AI4Science speakers for the spring term have just been announced please check the homepage for all the details: psolsson.github.io/AI4ScienceSe...
AI and Machine Learning in the Natural Sciences | AI4ScienceSeminar
A simple, whitespace theme for academics. Based on [*folio](https://github.com/bogoli/-folio) design.
psolsson.github.io
January 24, 2025 at 11:00 PM
Reposted by Ross Irwin
1/1 Papers accepted at ICLR2025 Congrats @viguera10.bsky.social and 1/1 papers accepted at AISTATS2025 congrats @rossirwin.bsky.social
January 22, 2025 at 5:32 PM
Reposted by Ross Irwin

Come join us on an exciting joint PhD project on ML for protein function with @kailalab.bsky.social -- We are looking for a strong quantitative candidate with prior experience in ML. The position is based in Gothenburg and is fully funded for 5 years.

www.chalmers.se/en/about-cha...
Vacancies
www.chalmers.se
December 23, 2024 at 8:17 AM
Reposted by Ross Irwin
Impressive work by @franknoe.bsky.social and team! A pragmatic tour-de-force combining experimental and predicted protein structures, MD simulations and experimental stability data to sample conformational ensembles of proteins. Think AlphaFold, but capturing multiple free energy minima.
Super excited to preprint our work on developing a Biomolecular Emulator (BioEmu): Scalable emulation of protein equilibrium ensembles with generative deep learning from @msftresearch.bsky.social ch AI for Science.

www.biorxiv.org/content/10.1...
December 8, 2024 at 11:21 AM