Nexus proposes higher-order attention, refining queries and keys through nested loops to capture complex relationships.

High-strength aluminum alloys are critical for making cars and planes more lightweight and fuel-efficient, but manufacturers ...

Introduction Asthma is a chronic respiratory disorder requiring ongoing medical management. This ecological study ...

Abstract: Dynamic Programming suffers from the curse of dimensionality due to large state and action spaces, a challenge further compounded by uncertainties in the environment. To mitigate these issue ...

Abstract: Noisy sensing, imperfect control, and environment changes are defining characteristics of many real-world robot tasks. The partially observable Markov decision process (POMDP) provides a ...

The Virtual Brain Inference (VBI) toolkit enables efficient, accurate, and scalable Bayesian inference over whole-brain network models, improving parameter estimation, uncertainty quantification, and ...

The MDP2 package in R is a package for solving Markov decision processes (MDPs) with discrete time-steps, states and actions. Both traditional MDPs (Puterman 1994), semi-Markov decision processes ...

Define state-value and (true) state value of an MDP Define Q-value and (true) Q value of an MDP The idea of discounting stems from the common idea that a reward now is better than the same reward ...

The Matrix collection depicts a complex science fiction story incorporating many philosophical elements. Written and directed by the Wachowskis and produced by Joel Silver.

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