Advanced actor-criticDistributional advantage estimationNormal constraintThis paper proposes an Advanced Actor-Critic algorithm, which is improved based on the conventional Actor-Critic algorithm, to train the agent to play the complex strategy game StarCraft II. A series of advanced features have been ...
Paper link "Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models" (B. Lengerich, S. Tan, C. Chang, G. Hooker, R. Caruana 2019) @article{lengerich2019purifying, title={Purifying Interaction Effects with the Functional ANOVA: An...
This algorithm, called ExplAIn, learns to segment and categorize lesions in images; the final image-level classification directly derives from these multivariate lesion segmentations. The novelty of this explanatory framework is that it is trained from end to end, with image supervision only, just ...
Deep learning example with DeepExplainer (TensorFlow/Keras models) Deep SHAP is a high-speed approximation algorithm for SHAP values in deep learning models that builds on a connection withDeepLIFTdescribed in the SHAP NIPS paper. The implementation here differs from the original DeepLIFT by using a...
In physical terms, the algorithm that performs a particular calculation takes the form of an electronic circuit made from a number of logic gates, with the output from one gate feeding in as the input to the next.The trouble with conventional computers is that they depend on conventional ...
Comparing to a generic two-state model, our models can distinguish class I from class II MHCs and correlate their structural parameters with the TCR/pMHC’s potency to trigger T cell activation. The models are tested by mutagenesis using an MHC and a TCR mutated to alter conformation changes....
The longest match number string dial-peer algorithm finds the dial-peer with the most numbers in a sequence that exactly match a sequence of numbers in a number string. This concept is clarified in the subsequent scenario. Scenario: Eligible dial-peers have been configured with t...
With a couple of mouse clicks, you can resize your server (upgrade or downgrade the memory, for example) to cope with changes in demand—for example, in the run up to a Black Friday sale. Every aspect of the service is pay-as-you-go. It's easy to use even if you have little or...
As an example of the effect of kernel spectrum on double-descent, consider a power law \({\bar{\eta }}_{K}={K}^{-s}\) where s≥ 1. Then \({\tilde{\lambda }}_{L}={L}^{s}\left(\zeta (s,L)+\lambda \right)-1\approx \frac{L}{s-1}+\lambda {L}^{s},\ \ (L\...
This suggests a link between increased cell turnover and lower colonic pH. Altogether, by using untargeted LC-MS metabolomics, we identified several host-, microbial- and food-derived metabolites associated with WGTT, CTT and pH in the distal part of the colon emphasizing an interplay between ...