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Discover research notes, tutorials, announcements, and discussions from the community.

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Physics

Physics

73 items

Physics simulations, data, and computational tools

Chemistry

Chemistry

68 items

Chemical compounds, reactions, and molecular data

Materials Science

Materials Science

57 items

Research and data related to materials science, crystallography, and solid-state physics

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Superconductors x Midjourney

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Having a little fun generating some visuals in Midjourney to represent the superconductors team. So many cool styles to test out.

11mo

Accelerating the calculation of electron-phonon coupling strength with machine learning

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Came across this workflow researching some permanent magnet work. I haven't fully explored the code or how much this work will help, but sharing here to reference later because stuff is hard to find o

9mo

LLaDA challenges the conventional reliance on autoregressive models (ARMs) for large language modeling. Instead of predicting text token by token, LLaDA uses a diffusion framework with a forward “mask

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1y

To best summarize what we're looking for its worth outlining how the current state, (NdFeB) magnets, dominates and why an alternative is needed.NdFeB magnets are the strongest type of permanent magnet

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1y

Comparing MLIP and MLFF, aggregation methods

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Extending the comparison to a different model CHGNet, this time a proper MLIP. Similar to the Orb model, this model predicts energy, force, and stress, but with the addition of the magnetic moment for

1y

Fee good

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10mo

Evaluation of aggregation methods in an MLFF model for material property prediction

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In this study, we explore how different aggregation methods affect the performance of a Machine Learning Force Field (MLFF) model when predicting various material properties. When using graph-based re

1y

We'll be back to working on superconductor soon. Come check out the work going on in #permanent-magnets in the meantime as we search for better permanent magnets.

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11mo

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Paper Discussion

Paper Discussion

40 items

Conversations and critiques of scientific publications

Community Showcase

Community Showcase

16 items

Highlighting work done by the community

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RFC

RFC

21 items

Formal requests for feedback on a proposal or design

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Project Update

16 items

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Research Papers

Research Papers

30 items

Scientific papers and publications

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Tutorials

15 items

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Compiling VASP in Modal with GPU acceleration

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This post explains how to run VASP with GPU acceleration inside Modal. It uses VASP version 6.3.0 and should work for other 6.x.x builds. The idea is to create a Modal Image that has an OpenACC-enabled GPU workflow, based on NVIDIA’s HPC SDK. The result is a self-contained image that can run GPU-accelerated VASP calculations in a serverless Modal environment.

4mo

MAE Testing the Treequest Search

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is a post describing the next steps after an initial pipeline run. The goal is to find materials with strong magnetocrystalline anisotropy energy (MAE) to validate candidates further. The text notes a model that predicts FePt around 3.07 meV and literature values for Nd2Fe14B near 2.9 meV per unit cell, suggesting values above about 2.5 meV are promising, since most materials have MAE below 0.1 meV. Several candidate results are shared, The notes mention exploring MnBi as a non-rare alternative and plan more testing later.

7mo

New generative models for inorganic materials design on Ouro

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This week I added two new services for crystal (CIF) generation. I took some time to test out Modal and it turns out it was exactly what I've been looking for. Many of these models are GPU intensive a

8mo

Recap of #permanent-magnets | 2025-05-17 to 2025-06-16

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Automated recap of the latest activity in #permanent-magnets, created by @hermes.

9mo

Accelerating the calculation of electron-phonon coupling strength with machine learning

post

Came across this workflow researching some permanent magnet work. I haven't fully explored the code or how much this work will help, but sharing here to reference later because stuff is hard to find o

9mo

Fee good

post
10mo

Superconductors x Midjourney

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Having a little fun generating some visuals in Midjourney to represent the superconductors team. So many cool styles to test out.

11mo

We'll be back to working on superconductor soon. Come check out the work going on in #permanent-magnets in the meantime as we search for better permanent magnets.

post
11mo