Alán Aspuru-Guzik
@aspuru.bsky.social
Professor of Chemistry and Computer Science
University of Toronto
Faculty member, Vector Institute
Director, Acceleration Consortium
Senior Director of Quantum Chemistry NVIDIA
My views expressed here are personal and are not those of my employers.
University of Toronto
Faculty member, Vector Institute
Director, Acceleration Consortium
Senior Director of Quantum Chemistry NVIDIA
My views expressed here are personal and are not those of my employers.
Reposted by Alán Aspuru-Guzik
One of the last papers from my postdoc with @aspuru.bsky.social is now out. Led by the tireless @gkwt.bsky.social, it investigates chirality in text-based generative models. Includes a nice simulation-based benchmark task for circular dichroism that I think could be useful to the community.
New paper out in PNAS Nexus!
Molecules aren’t flat — so why should our models be?🧬
Our latest work "Stereochemistry-aware string-based molecular generation,” explores how considering stereochemistry changes the way machine learning models design molecules.
Link: doi.org/10.1093/pnas...
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Molecules aren’t flat — so why should our models be?🧬
Our latest work "Stereochemistry-aware string-based molecular generation,” explores how considering stereochemistry changes the way machine learning models design molecules.
Link: doi.org/10.1093/pnas...
[1/4]
Stereochemistry-aware string-based molecular generation
Abstract. This study investigates the impact of incorporating stereochemical information, a crucial aspect of computational drug discovery and materials de
doi.org
November 9, 2025 at 7:53 PM
One of the last papers from my postdoc with @aspuru.bsky.social is now out. Led by the tireless @gkwt.bsky.social, it investigates chirality in text-based generative models. Includes a nice simulation-based benchmark task for circular dichroism that I think could be useful to the community.
New from our lab #compchemsky #chemsky
New paper out in PNAS Nexus!
Molecules aren’t flat — so why should our models be?🧬
Our latest work "Stereochemistry-aware string-based molecular generation,” explores how considering stereochemistry changes the way machine learning models design molecules.
Link: doi.org/10.1093/pnas...
[1/4]
Molecules aren’t flat — so why should our models be?🧬
Our latest work "Stereochemistry-aware string-based molecular generation,” explores how considering stereochemistry changes the way machine learning models design molecules.
Link: doi.org/10.1093/pnas...
[1/4]
Stereochemistry-aware string-based molecular generation
Abstract. This study investigates the impact of incorporating stereochemical information, a crucial aspect of computational drug discovery and materials de
doi.org
November 9, 2025 at 11:55 PM
New from our lab #compchemsky #chemsky
Read the great work of @nicolasn.bsky.social who came to #Toronto and gave us an encyclopedic talk about his work on corrols. Looking forward to our collaboration @variniabernales.bsky.social @thematterlab.bsky.social @uoftcompsci.bsky.social
Finally our paper on copper corroles is out in Inorganic Chemistry @pubs.acs.org!
#chemsky #realtimechem #science #comp_chem
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Electronic Structure and Hypercorrole Features of Deprotonated Free-Base and Reduced Copper Corroles | Inorganic Chemistry pubs.acs.org/doi/10.1021/...
#chemsky #realtimechem #science #comp_chem
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Electronic Structure and Hypercorrole Features of Deprotonated Free-Base and Reduced Copper Corroles | Inorganic Chemistry pubs.acs.org/doi/10.1021/...
November 8, 2025 at 1:18 AM
Read the great work of @nicolasn.bsky.social who came to #Toronto and gave us an encyclopedic talk about his work on corrols. Looking forward to our collaboration @variniabernales.bsky.social @thematterlab.bsky.social @uoftcompsci.bsky.social
Reposted by Alán Aspuru-Guzik
Finally our paper on copper corroles is out in Inorganic Chemistry @pubs.acs.org!
#chemsky #realtimechem #science #comp_chem
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Electronic Structure and Hypercorrole Features of Deprotonated Free-Base and Reduced Copper Corroles | Inorganic Chemistry pubs.acs.org/doi/10.1021/...
#chemsky #realtimechem #science #comp_chem
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Electronic Structure and Hypercorrole Features of Deprotonated Free-Base and Reduced Copper Corroles | Inorganic Chemistry pubs.acs.org/doi/10.1021/...
Electronic Structure and Hypercorrole Features of Deprotonated Free-Base and Reduced Copper Corroles
We report the synthesis, crystal structure, and spectroscopic and computational electronic-structural characterization of two copper corroles, [Cu(5,15-bis(4-methylcarboxyphenyl)-10-(2-methylcarboxyphenyl)corrole)] (1Cu) and [Cu(5,15-bis(4-nitrophenyl)-10-(2-methylcarboxyphenyl)corrole)] (2Cu), as well as spectroscopic and computational studies on the corrole ligands (H3L1 and H3L2) in their neutral and anionic forms. We have found that the anionic corroles containing the 4-nitrophenyl substituents in positions 5 and 15 of the corrole ring show hypercorrole behavior, where the Q-bands are considerably more intense and red-shifted compared to those in the 4-methylcarboxyphenyl-substituted corroles. Electronic structure calculations using wave function methods (CASSCF/NEVPT2) reveal that the intense Q-bands, which extend slightly into the NIR region, are charge-transfer bands from the anionic corrole core to the strongly electron-withdrawing 4-nitrophenyl substituents. We further show that 2Cu can be reduced indirectly in the presence of excess F– or OH–, and the Q-band shifts toward the red in the polar environment containing the corresponding salts. Our study provides examples of easy-to-prepare anionic corroles, metalated and unmetalated, that show hypercorrole behavior and NIR absorption, and thus could find use in hyperthermal processes.
pubs.acs.org
November 7, 2025 at 6:35 PM
VAEs for molecular generation m: a novel take: arxiv.org/pdf/2511.02769
arxiv.org
November 6, 2025 at 4:28 PM
VAEs for molecular generation m: a novel take: arxiv.org/pdf/2511.02769
Reposted by Alán Aspuru-Guzik
Congrats to @aspuru.bsky.social (AC director, #UofT professor + #NVIDIA senior director), who has been named a #AI2050 Senior Fellow by #SchmidtSciences. Alán is one of 28 researchers who will receive >$18 million to advance research in beneficial #AI.
Read: acceleration.utoronto.ca/news/alan-as...
Read: acceleration.utoronto.ca/news/alan-as...
November 5, 2025 at 3:12 PM
Congrats to @aspuru.bsky.social (AC director, #UofT professor + #NVIDIA senior director), who has been named a #AI2050 Senior Fellow by #SchmidtSciences. Alán is one of 28 researchers who will receive >$18 million to advance research in beneficial #AI.
Read: acceleration.utoronto.ca/news/alan-as...
Read: acceleration.utoronto.ca/news/alan-as...
Reposted by Alán Aspuru-Guzik
Leading AI researchers and @utoronto.ca computer science faculty members Alán Aspuru-Guzik (@aspuru.bsky.social) and Sheila McIlraith have been named #AI2050 Senior Fellows by @schmidtsciences.bsky.social. uoft.me/bYy
Alán Aspuru-Guzik and Sheila McIlraith awarded AI2050 fellowships to advance research on beneficial AI
The U of T computer science faculty members have been named AI2050 Senior Fellows by Schmidt Sciences.
uoft.me
November 5, 2025 at 2:40 PM
Leading AI researchers and @utoronto.ca computer science faculty members Alán Aspuru-Guzik (@aspuru.bsky.social) and Sheila McIlraith have been named #AI2050 Senior Fellows by @schmidtsciences.bsky.social. uoft.me/bYy
Reposted by Alán Aspuru-Guzik
Exciting news — we’re growing again! 🙌 Please share!
Join us @donnellycentre.bsky.social to develop Python (FastAPI) and REST API frameworks that power our AI-driven Self-Driving Laboratory with @accelerationc.bsky.social.
🔗 jobs.utoronto.ca/job/Toronto-...
#SoftwareEngineer #AI #Automation #Hiring
Join us @donnellycentre.bsky.social to develop Python (FastAPI) and REST API frameworks that power our AI-driven Self-Driving Laboratory with @accelerationc.bsky.social.
🔗 jobs.utoronto.ca/job/Toronto-...
#SoftwareEngineer #AI #Automation #Hiring
Software Engineer
Software Engineer
jobs.utoronto.ca
October 29, 2025 at 1:23 PM
Exciting news — we’re growing again! 🙌 Please share!
Join us @donnellycentre.bsky.social to develop Python (FastAPI) and REST API frameworks that power our AI-driven Self-Driving Laboratory with @accelerationc.bsky.social.
🔗 jobs.utoronto.ca/job/Toronto-...
#SoftwareEngineer #AI #Automation #Hiring
Join us @donnellycentre.bsky.social to develop Python (FastAPI) and REST API frameworks that power our AI-driven Self-Driving Laboratory with @accelerationc.bsky.social.
🔗 jobs.utoronto.ca/job/Toronto-...
#SoftwareEngineer #AI #Automation #Hiring
Finally my timelines are clearing out about what MOF and superconductors are about explained by all scientists that think they can explain it better than others!
a man with long hair and a beard is smiling and saying thank you .
ALT: a man with long hair and a beard is smiling and saying thank you .
media.tenor.com
October 13, 2025 at 3:34 PM
Finally my timelines are clearing out about what MOF and superconductors are about explained by all scientists that think they can explain it better than others!
Some non-MOF content today to clean your palate.
Want 70x fast, 2x accurate Hessians for any equivariant machine learning force field? We got you!
#compchemsky #chemsky #machinelearning #mlff
Want 70x fast, 2x accurate Hessians for any equivariant machine learning force field? We got you!
#compchemsky #chemsky #machinelearning #mlff
What do transition state search, geometry relaxation, zero point energy corrections, and extrema classification have in common? They all require Hessians!
The problem is, accurate Hessians are really expensive, even with MLIPs. We say, just shoot 'em from the HIP! 🤠
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The problem is, accurate Hessians are really expensive, even with MLIPs. We say, just shoot 'em from the HIP! 🤠
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October 8, 2025 at 6:14 PM
Some non-MOF content today to clean your palate.
Want 70x fast, 2x accurate Hessians for any equivariant machine learning force field? We got you!
#compchemsky #chemsky #machinelearning #mlff
Want 70x fast, 2x accurate Hessians for any equivariant machine learning force field? We got you!
#compchemsky #chemsky #machinelearning #mlff
Reposted by Alán Aspuru-Guzik
I know this has been one of the most widely requested features. Should be in the release on 10/23
#chemsky #compchemsky #opensource
#chemsky #compchemsky #opensource
If you've been wondering about the status of the AutoOptimize interactive optimization in Avogadro2 - coming later this month 👀
October 6, 2025 at 2:02 PM
I know this has been one of the most widely requested features. Should be in the release on 10/23
#chemsky #compchemsky #opensource
#chemsky #compchemsky #opensource
Reposted by Alán Aspuru-Guzik
Jan Jensen: Can you find hits by screening only 100 molecules?
YouTube video by RDKit
youtu.be
October 5, 2025 at 9:09 AM
Reposted by Alán Aspuru-Guzik
📢Several PhD and Postdoc positions in my group (focusing on AI for Scientific Discovery in Physics) at @unituebingen.bsky.social
If you are excited about using AI to design new ways for observing the universe, please apply here: uni-tuebingen.de/en/128980#c2...
If you are excited about using AI to design new ways for observing the universe, please apply here: uni-tuebingen.de/en/128980#c2...
October 1, 2025 at 11:43 PM
📢Several PhD and Postdoc positions in my group (focusing on AI for Scientific Discovery in Physics) at @unituebingen.bsky.social
If you are excited about using AI to design new ways for observing the universe, please apply here: uni-tuebingen.de/en/128980#c2...
If you are excited about using AI to design new ways for observing the universe, please apply here: uni-tuebingen.de/en/128980#c2...
Reposted by Alán Aspuru-Guzik
Just bought a 4TB SSD for backup that’s the same size as my first computer‘s (Sinclair ZX81) wobbly 16K memory pack from the late 1970’s but has 500,000,000 X more storage and transfers data at 6 Gb/s (Thunderbolt 5).
October 1, 2025 at 2:31 PM
Just bought a 4TB SSD for backup that’s the same size as my first computer‘s (Sinclair ZX81) wobbly 16K memory pack from the late 1970’s but has 500,000,000 X more storage and transfers data at 6 Gb/s (Thunderbolt 5).
Reposted by Alán Aspuru-Guzik
We're extremely happy to share that our paper, ⭐ELECTRA: A Cartesian Network for 3D Charge Density Prediction with Floating Orbitals⭐, was accepted to NeurIPS 2025 as a spotlight paper.
Link to preprint: arxiv.org/abs/2503.08305
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Link to preprint: arxiv.org/abs/2503.08305
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September 24, 2025 at 8:53 PM
We're extremely happy to share that our paper, ⭐ELECTRA: A Cartesian Network for 3D Charge Density Prediction with Floating Orbitals⭐, was accepted to NeurIPS 2025 as a spotlight paper.
Link to preprint: arxiv.org/abs/2503.08305
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Link to preprint: arxiv.org/abs/2503.08305
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Reposted by Alán Aspuru-Guzik
Even though it seems a long way out…. we are very excited that @aspuru.bsky.social will be a Plenary Speaker @iupac.org #IUPAC2027 World Chemistry Congress. Great change to see an inspiring speaker talking about their team’s amazing research. #SaveTheDate #Chemsky www.cheminst.ca/conference/i...
September 23, 2025 at 12:07 PM
Even though it seems a long way out…. we are very excited that @aspuru.bsky.social will be a Plenary Speaker @iupac.org #IUPAC2027 World Chemistry Congress. Great change to see an inspiring speaker talking about their team’s amazing research. #SaveTheDate #Chemsky www.cheminst.ca/conference/i...
Reposted by Alán Aspuru-Guzik
🚨 New on arXiv!
We adapt GFlowNets for measurement optimization in quantum computing
Generative, diverse, & hardware-aware groupings → fewer shots, flexible trade-offs.
📄 arxiv.org/abs/2509.15486
@ishume.bsky.social
#compchem #chemsky
We adapt GFlowNets for measurement optimization in quantum computing
Generative, diverse, & hardware-aware groupings → fewer shots, flexible trade-offs.
📄 arxiv.org/abs/2509.15486
@ishume.bsky.social
#compchem #chemsky
September 22, 2025 at 1:21 PM
🚨 New on arXiv!
We adapt GFlowNets for measurement optimization in quantum computing
Generative, diverse, & hardware-aware groupings → fewer shots, flexible trade-offs.
📄 arxiv.org/abs/2509.15486
@ishume.bsky.social
#compchem #chemsky
We adapt GFlowNets for measurement optimization in quantum computing
Generative, diverse, & hardware-aware groupings → fewer shots, flexible trade-offs.
📄 arxiv.org/abs/2509.15486
@ishume.bsky.social
#compchem #chemsky
Reposted by Alán Aspuru-Guzik
I’m so here for @aspuru.bsky.social dancing and music suggestions #automationforchemistry
September 21, 2025 at 1:52 AM
I’m so here for @aspuru.bsky.social dancing and music suggestions #automationforchemistry
Best.
Post.
Ever.
Wait… I have a quick question.
Post.
Ever.
Wait… I have a quick question.
“We only have a few minutes left so please keep your questions brief.”
“Thank you for your talk, before I ask my convoluted question and get to the point, please allow me to tell you my name, title, position, rank and academic biography…”
“Thank you for your talk, before I ask my convoluted question and get to the point, please allow me to tell you my name, title, position, rank and academic biography…”
September 18, 2025 at 3:03 AM
Best.
Post.
Ever.
Wait… I have a quick question.
Post.
Ever.
Wait… I have a quick question.
Reposted by Alán Aspuru-Guzik
As a multicultural group, we are proud to celebrate #HispanicHeritageMonth by highlighting our two directors, @aspuru.bsky.social and @variniabernales.bsky.social, along with former Matter Lab member Joel Yuen-Zhou, who have been recognized as Latin American Trailblazers by C&EN!
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To celebrate #HispanicHeritageMonth, we are highlighting stories of chemists with Latin American roots. Read more about C&EN’s Trailblazers: cen.acs.org/careers/dive... #HHM #chemsky 🧪
September 17, 2025 at 2:34 PM
As a multicultural group, we are proud to celebrate #HispanicHeritageMonth by highlighting our two directors, @aspuru.bsky.social and @variniabernales.bsky.social, along with former Matter Lab member Joel Yuen-Zhou, who have been recognized as Latin American Trailblazers by C&EN!
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Reposted by Alán Aspuru-Guzik
To celebrate #HispanicHeritageMonth, we are highlighting stories of chemists with Latin American roots. Read more about C&EN’s Trailblazers: cen.acs.org/careers/dive... #HHM #chemsky 🧪
September 15, 2025 at 2:35 PM
To celebrate #HispanicHeritageMonth, we are highlighting stories of chemists with Latin American roots. Read more about C&EN’s Trailblazers: cen.acs.org/careers/dive... #HHM #chemsky 🧪
Reposted by Alán Aspuru-Guzik
Our lab director, @aspuru.bsky.social, talking about the University of Toronto: “I am the happiest guy here.”
This Nature article shares his story, the experiences of other scientists who made international faculty moves, and advice for those considering such a leap.
www.nature.com/articles/d41...
This Nature article shares his story, the experiences of other scientists who made international faculty moves, and advice for those considering such a leap.
www.nature.com/articles/d41...
These scientists left the US in Trump’s first term: their tips on taking the leap
Nature talks to researchers about why they moved and how they relocated successfully.
www.nature.com
September 11, 2025 at 4:41 PM
Our lab director, @aspuru.bsky.social, talking about the University of Toronto: “I am the happiest guy here.”
This Nature article shares his story, the experiences of other scientists who made international faculty moves, and advice for those considering such a leap.
www.nature.com/articles/d41...
This Nature article shares his story, the experiences of other scientists who made international faculty moves, and advice for those considering such a leap.
www.nature.com/articles/d41...
Reposted by Alán Aspuru-Guzik
September 10, 2025 at 8:03 AM
Reposted by Alán Aspuru-Guzik
And I just found this related Perspective by @aspuru.bsky.social and Varinia Bernales in Polyhedron where they argue that in #CompChem "we are at a crossroads where artificial intelligence will further democratize our discipline"
doi.org/10.1016/j.po...
doi.org/10.1016/j.po...
Redirecting
doi.org
September 10, 2025 at 9:41 AM
And I just found this related Perspective by @aspuru.bsky.social and Varinia Bernales in Polyhedron where they argue that in #CompChem "we are at a crossroads where artificial intelligence will further democratize our discipline"
doi.org/10.1016/j.po...
doi.org/10.1016/j.po...