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In Fig. 7, we observe that our energy-aware RL approach displays significant improvement over the basic RL scheme, which does not exploit rewards based on the rate of energy consumption.
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On the other hand, the complexity of performability evaluation for solving engineering problems may prevent us from utilizing those techniques directly, suggesting the need for approaches that would enable us to exploit reward model solution techniques through problem transformation.
The task was not designed to assess working memory, but to ensure the rat was actively exploiting reward availability.
We have sometimes found that participants could be induced to show reward bias effects through persistent instructions reminding them of the benefits of exploiting reward information when stimulus information is uncertain, but we did not employ this approach in the present investigation.
Will the models exploit the reward function by converging on naïve solutions such as 'C' if not imposed handwritten rules?
For the 'REINFORCE' method, where the sole aim is to generate valid SMILES that do not contain sulphur, the model quickly learns to exploit the reward funtion by generating sequences containing predominately 'C'C
As the transmission of ant-myrmecophyte mutualisms is horizontal (i.e., new treelets need to be colonized by a founding queen ant), other insect species can short-circuit these associations before ant colonization, exploiting the rewards provided by the plant whilst providing nothing in return [1].
Although the beach movie genre is generally considered to have begun with "Gidget" (1959) -- starring Sandra Dee as an affable, late-blooming teenager reluctant to go on her first surf-and-sun "manhunt" -- it wasn't until the successful release of American International Pictures Beach Partyty" (1963) that film studios began to fully exploit the economic rewards of niche marketing.
The truth being exploited here – that rewards can backfire – isn't new.
They exploit them as prizes to reward fighters and then publicize these crimes on social media to attract new recruits.
Any system that offers rewards must address individuals that aim to exploit weaknesses in the system to gain more rewards.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com