Exact(11)
Our motivation to find small, concise yet expressive representations is that they enable scalable computations in the distributed setting.
The major problem with spline representations is that they do not explicitly use the symmetry of most BRDFs.
The problem with current BRDF representations is that they introduce visible and objectionable artifacts (e.g. the ringing associated with spherical harmonics) when the BRDFs are compressed too much.
A difficulty with using these MDP representations is that the common algorithms for solving them run in time polynomial in the size of the state space, where this size is extremely large for most real-world planning problems of interest.
The only desideratum in the representations is that similar words have similar vectors, according to euclidian distance or cosine similarity.
An important advantage of more abstract representations is that they can be invariant to the local changes in the input data.
Similar(49)
The premise behind our representation is that instead of having a single non-zero value in our character embedding vector, we can have multiple non-zero values.
The most familiar and frequent representation was that developed by Punch cartoonists John Leech and Sir John Tenniel: the jovial and honest farmer figure, solid and foursquare, sometimes in Union Jack waistcoat and with bulldog at heel.
The trouble with the latter representations are that they are harder to visualise on paper.
The suffering most often deemed worthy of representation is that which is understood to be the product of wrath, divine or human.
The benefit of the new representation is that it practically tolerates inherent ambiguity for example due to occlusions.
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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