A research article by Horace He and the Thinking Machines Lab (X-OpenAI CTO Mira Murati founded) addresses a long-standing issue in large language models (LLMs). Even with greedy decoding bu setting ...

The reason seems to be that the exponential_() method sometimes produces actual zeros, which the log() method turns into infinities. Maybe similar to #2561? As a workaround, I've copied the function ...

This test was disabled because it is failing in CI. See recent examples and the most recent trunk workflow logs. Over the past 3 hours, it has been determined flaky in 6 workflow(s) with 18 failures ...

Abstract: The SoftMax function is one of the activation functions used in deep neural networks (DNN) to normalize input values to the range of (0,1). With the advent of DNN models including the ...

Differentiable optimization-based algorithms, such as MAML, OptNet, and MGRL, have flourished recently. Meta-gradient, or the gradient term of outer-loop variables obtained by differentiating through ...

This paper explores the use of soft decision trees [1] in basic reinforcement applications to examine the efficacy of using passive-expert like networks for optimal Q-Value learning on Artificial ...

PyTorch 1.10 is production ready, with a rich ecosystem of tools and libraries for deep learning, computer vision, natural language processing, and more. Here's how to get started with PyTorch.