Mar 10, 2017 · We study the problem of designing models for machine learning tasks defined on \emph {sets}. In contrast to traditional approach of operating on fixed dimensional vectors, we consider objective functions defined on sets that are invariant to permutations.

Sep 26, 2024 · Deep-set eyes are one of many conclusions you might come to after determining your eye shape. What Are Deep-Set Eyes? Deep-set eyes occur when the eyes are set “further back” in the skull than their normal position. The eyes form a sunken indentation between the brow bone and the cheekbones.

In this paper, we present a generic framework to deal with the setting where input and possibly output instances in a machine learning task are sets. Similar to fixed dimensional data instances, we can characterize two learning paradigms in case of sets.

Jun 23, 2022 · To address these issues, we introduce the clean path principle for equivariant residual connections and develop set norm, a normalization tailored for sets. With these, we build Deep Sets++ and Set Transformer++, models that reach high depths with comparable or better performance than their original counterparts on a diverse suite of tasks.

Mar 4, 2020 · In the supervised setting modeling sets is relevant when dealing with mappings to a label that should be invariant to inputs ordering e.g. sets of objects in a scene, multi-agent reinforcement...

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His deep-set fierce old eyes gleamed under his beetling brows. His deep-set grey eyes were fixed upon her. In his deep-set, piercing eyes lurked all the pains of a lifetime.

Define deep-set. deep-set synonyms, deep-set pronunciation, deep-set translation, English dictionary definition of deep-set. adj. 1. Deeply set or placed: deep-set eyes. 2. Deep-seated: deep-set hatred. American Heritage® Dictionary of the English Language, Fifth Edition....

Definition of deep-set adjective in Oxford Advanced Learner's Dictionary. Meaning, pronunciation, picture, example sentences, grammar, usage notes, synonyms and more.