We further validated LIDS on protein language model (PLM) oracles in silico. It is very fast. Here, LIDS can find the optimum in 2 experimental rounds (median), while individual synthesis alternatives need an order of magnitude more experiments.

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Very sad to hear that Margaret Hamilton has passed away. Here's a short thread about her role in the Apollo mission, and her lesser-known work on the simulations that led to the discovery of Chaos Theory. 🧪 👩‍🔬 ⚛️

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Slides for a general introduction to the use of Optimal Transport methods in learning, with an emphasis on diffusion models, flow matching, training 2 layers neural networks and deep transformers. speakerdeck.com/gpeyre/optim...

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One step closer to the ur-treat, the treat that contains all treats within it

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CSV is flat, which means it's rows and columns only. Great for things like an employee list or a product catalog, but it can’t represent relationships (like a customer placing multiple orders).

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