Multiscale AI @ ICLR 2025
@multiscaleai.bsky.social
ICLR 2025 workshop working building AI to answer a single question: Given low-level theory and computationally-expensive simulation code, how can we model complex systems on a useful time scale?
Moved to OpenReview: openreview.net/group?id=ICL...
ICLR 2025 Workshop MLMP-IRT
Welcome to the OpenReview homepage for ICLR 2025 Workshop MLMP-IRT
openreview.net
April 3, 2025 at 6:32 PM
Moved to OpenReview: openreview.net/group?id=ICL...
Authors: Marimuthu Kalimuthu, @dholzmueller.bsky.social, @mniepert.bsky.social
Full text: openreview.net/forum?id=OCM...
Full text: openreview.net/forum?id=OCM...
LOGLO-FNO: Efficient Learning of Local and Global Features in...
Learning local features and high frequencies is an important problem in Scientific Machine Learning. For instance, effectively modeling turbulence (e.g., $Re=3500$ and above) depends on accurately...
openreview.net
March 18, 2025 at 8:13 AM
Authors: Marimuthu Kalimuthu, @dholzmueller.bsky.social, @mniepert.bsky.social
Full text: openreview.net/forum?id=OCM...
Full text: openreview.net/forum?id=OCM...
Authors: Gianluca Galletti, Fabian Paischer, Paul Setinek, William Hornsby, Lorenzo Zanisi, Naomi Carey, Stanislas Pamela, @jobrandstetter.bsky.social
Full text: openreview.net/forum?id=SGg...
Full text: openreview.net/forum?id=SGg...
5D Neural Surrogates for Nonlinear Gyrokinetic Simulations of...
Nuclear fusion plays a pivotal role in the quest for reliable and sustainable energy production. A major roadblock to achieving commercially viable fusion power is understanding plasma turbulence...
openreview.net
March 12, 2025 at 2:55 PM
Authors: Gianluca Galletti, Fabian Paischer, Paul Setinek, William Hornsby, Lorenzo Zanisi, Naomi Carey, Stanislas Pamela, @jobrandstetter.bsky.social
Full text: openreview.net/forum?id=SGg...
Full text: openreview.net/forum?id=SGg...
Authors: Fang Sun, Zijie Huang, Yadi Cao, Xiao Luo, Wei Wang, Yizhou Sun (I wish at least some had a Blusky account, but alas)
Full text: openreview.net/forum?id=T86...
Full text: openreview.net/forum?id=T86...
DoMiNO: Down-scaling Molecular Dynamics with Neural Graph Ordinary...
Molecular dynamics (MD) simulations are crucial for understanding and predicting the behavior of molecular systems in biology and chemistry. However, their wide adoption is hindered by two main...
openreview.net
March 10, 2025 at 7:52 AM
Authors: Fang Sun, Zijie Huang, Yadi Cao, Xiao Luo, Wei Wang, Yizhou Sun (I wish at least some had a Blusky account, but alas)
Full text: openreview.net/forum?id=T86...
Full text: openreview.net/forum?id=T86...
Paper full text: openreview.net/forum?id=SRC...
On the successful Incorporation of Scale into Graph Neural Networks
Standard graph neural networks assign vastly different latent embeddings to graphs describing the same physical system at different resolution scales. This precludes consistency in applications and...
openreview.net
March 8, 2025 at 6:49 AM
Paper full text: openreview.net/forum?id=SRC...
Authors: Christian Koke, Yuesong Shen, @abhi-rf.bsky.social, Marvin Eisenberger, @pseudomanifold.topology.rocks, Michael M. Bronstein, @dcremers.bsky.social
March 8, 2025 at 6:49 AM
Authors: Christian Koke, Yuesong Shen, @abhi-rf.bsky.social, Marvin Eisenberger, @pseudomanifold.topology.rocks, Michael M. Bronstein, @dcremers.bsky.social
📝 Start writing now, submit on Feb 23! If we solve scale transition, we solve science.
#ICLR2025 #MachineLearning #MultiscaleModeling #AIforScience
#ICLR2025 #MachineLearning #MultiscaleModeling #AIforScience
February 13, 2025 at 8:04 PM
📝 Start writing now, submit on Feb 23! If we solve scale transition, we solve science.
#ICLR2025 #MachineLearning #MultiscaleModeling #AIforScience
#ICLR2025 #MachineLearning #MultiscaleModeling #AIforScience
💻 GPU grants from our industry partners Constructor Tech and Nebius.
February 13, 2025 at 8:04 PM
💻 GPU grants from our industry partners Constructor Tech and Nebius.
🌏 “Last call” to attend @iclr-conf.bsky.social and visit Singapore. Short paper track is specifically designed to be accessible to budding researchers; ICLR offers financial assistance. Singapore is the most expensive city in the world – because it's worth it!
February 13, 2025 at 8:04 PM
🌏 “Last call” to attend @iclr-conf.bsky.social and visit Singapore. Short paper track is specifically designed to be accessible to budding researchers; ICLR offers financial assistance. Singapore is the most expensive city in the world – because it's worth it!
🔬Top science. The event is part of the №2 AI conference in the world; keynotes by Singapore's only Nobel Laureate, Kostya Novoselov ∈ National University of Singapore, Sergei Gukov ∈ @caltech.edu, Charlotte Bunne ∈ @icepfl.bsky.social, Qianxiao Li ∈ NUS, Daniel Polani ∈ U of Hertfordshire.
February 13, 2025 at 8:04 PM
🔬Top science. The event is part of the №2 AI conference in the world; keynotes by Singapore's only Nobel Laureate, Kostya Novoselov ∈ National University of Singapore, Sergei Gukov ∈ @caltech.edu, Charlotte Bunne ∈ @icepfl.bsky.social, Qianxiao Li ∈ NUS, Daniel Polani ∈ U of Hertfordshire.
Thank you for reading though! We (the multiscale workshop) now have a website, and would like to invite you to update the board) multiscale-ai.github.io
Machine Learning Multiscale Processes @ ICLR 2025
multiscale-ai.github.io
February 3, 2025 at 5:28 PM
Thank you for reading though! We (the multiscale workshop) now have a website, and would like to invite you to update the board) multiscale-ai.github.io