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CHGNet has been selected as the cover of the current issue Nature Machine Intelligence.

Bowen Deng's (from Professor Ceder's group) paper just made the cover of Nature Machine Intelligence! You can read the article here: lnkd.in/gcvCb_6B

Matbench Discovery just hit v1 on arXiv and PyPI! 🎉 1️⃣ TL;DR We built a way to test how well ML models can predict stable crystals to accelerate materials discovery. 🧪 ML has come a long way since @ChrisJBartel et al. 2020 nature.com/articles/s4152…

💡Why does fine-tuning work well with pre-trained universal MLIP? We benchmarked several uMLIPs and discovered a systematic PES softening effect, which suggests that a considerable fraction of errors can be efficiently corrected. Check the preprint. 👇 arxiv.org/abs/2405.07105