Michael Galkin
@mgalkin.bsky.social
Research Scientist @ Google. Prev: Intel, Postdoc @mila-quebec.bsky.social & McGill.
GraphML, GNNs, Geometric DL, Knowledge Graphs.
Grandmaster of 80's music (according to Spotify)
GraphML, GNNs, Geometric DL, Knowledge Graphs.
Grandmaster of 80's music (according to Spotify)
2. SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
openreview.net/forum?id=xns...
With Daniel Levy, @sibasmarak.bsky.social, @oumarkaba.bsky.social, Santiago Miret, Kelvin Lee, Qiang Zhu, and and Siamak Ravanbakhsh
openreview.net/forum?id=xns...
With Daniel Levy, @sibasmarak.bsky.social, @oumarkaba.bsky.social, Santiago Miret, Kelvin Lee, Qiang Zhu, and and Siamak Ravanbakhsh
SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
Generating novel crystalline materials has potential to lead to advancements in fields such as electronics, energy storage, and catalysis. The defining characteristic of crystals is their symmetry,...
openreview.net
April 20, 2025 at 10:12 PM
2. SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
openreview.net/forum?id=xns...
With Daniel Levy, @sibasmarak.bsky.social, @oumarkaba.bsky.social, Santiago Miret, Kelvin Lee, Qiang Zhu, and and Siamak Ravanbakhsh
openreview.net/forum?id=xns...
With Daniel Levy, @sibasmarak.bsky.social, @oumarkaba.bsky.social, Santiago Miret, Kelvin Lee, Qiang Zhu, and and Siamak Ravanbakhsh
1. GraphAny: Fully-inductive Node Classification on Arbitrary Graphs
openreview.net/forum?id=1Qp...
With Jianan Zhao, @zhaochengzhu.bsky.social, @mmbronstein.bsky.social, and @tangjian.bsky.social
openreview.net/forum?id=1Qp...
With Jianan Zhao, @zhaochengzhu.bsky.social, @mmbronstein.bsky.social, and @tangjian.bsky.social
Fully-inductive Node Classification on Arbitrary Graphs
One fundamental challenge in graph machine learning is generalizing to new graphs. Many existing methods following the inductive setup can generalize to test graphs with new structures, but...
openreview.net
April 20, 2025 at 10:12 PM
1. GraphAny: Fully-inductive Node Classification on Arbitrary Graphs
openreview.net/forum?id=1Qp...
With Jianan Zhao, @zhaochengzhu.bsky.social, @mmbronstein.bsky.social, and @tangjian.bsky.social
openreview.net/forum?id=1Qp...
With Jianan Zhao, @zhaochengzhu.bsky.social, @mmbronstein.bsky.social, and @tangjian.bsky.social
2/2 SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
openreview.net/forum?id=xns...
One of the coolest inspirations of cutting winter snowflakes ❄️
Led by Daniel Levy, Siba Smarak Panigrahi, @oumarkaba.bsky.social, Qiang Zhu, Kelvin Lee, Santiago Miret, and Siamak Ravanbakhsh
openreview.net/forum?id=xns...
One of the coolest inspirations of cutting winter snowflakes ❄️
Led by Daniel Levy, Siba Smarak Panigrahi, @oumarkaba.bsky.social, Qiang Zhu, Kelvin Lee, Santiago Miret, and Siamak Ravanbakhsh
SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
Generating novel crystalline materials has potential to lead to advancements in fields such as electronics, energy storage, and catalysis. The defining characteristic of crystals is their symmetry,...
openreview.net
January 23, 2025 at 4:04 AM
2/2 SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
openreview.net/forum?id=xns...
One of the coolest inspirations of cutting winter snowflakes ❄️
Led by Daniel Levy, Siba Smarak Panigrahi, @oumarkaba.bsky.social, Qiang Zhu, Kelvin Lee, Santiago Miret, and Siamak Ravanbakhsh
openreview.net/forum?id=xns...
One of the coolest inspirations of cutting winter snowflakes ❄️
Led by Daniel Levy, Siba Smarak Panigrahi, @oumarkaba.bsky.social, Qiang Zhu, Kelvin Lee, Santiago Miret, and Siamak Ravanbakhsh
1/2 Fully-inductive Node Classification on Arbitrary Graphs
openreview.net/forum?id=1Qp...
GraphAny, a zero-shot inductive node classifier for any graph for any input features! Led by Jianan Zhao, Hesham Mostafa, @zhaochengzhu.bsky.social @mmbronstein.bsky.social and @tangjian.bsky.social
openreview.net/forum?id=1Qp...
GraphAny, a zero-shot inductive node classifier for any graph for any input features! Led by Jianan Zhao, Hesham Mostafa, @zhaochengzhu.bsky.social @mmbronstein.bsky.social and @tangjian.bsky.social
Fully-inductive Node Classification on Arbitrary Graphs
One fundamental challenge in graph machine learning is generalizing to new graphs. Many existing methods following the inductive setup can generalize to test graphs with new structures, but...
openreview.net
January 23, 2025 at 4:04 AM
1/2 Fully-inductive Node Classification on Arbitrary Graphs
openreview.net/forum?id=1Qp...
GraphAny, a zero-shot inductive node classifier for any graph for any input features! Led by Jianan Zhao, Hesham Mostafa, @zhaochengzhu.bsky.social @mmbronstein.bsky.social and @tangjian.bsky.social
openreview.net/forum?id=1Qp...
GraphAny, a zero-shot inductive node classifier for any graph for any input features! Led by Jianan Zhao, Hesham Mostafa, @zhaochengzhu.bsky.social @mmbronstein.bsky.social and @tangjian.bsky.social