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Fig 1.

Visual representations of the two most common ways to mathematically model higher-order interactions: simplicial sets and hypergraphs.

In Fig 1a the 0-simplices are the black circles, the 1-simplices are two black circles connected by a black line, and the 2-simplices are three black circles connected by black lines and an orange triangle. In Fig 1b the black circles represent nodes/vertices in the hypergraph and the shaded areas represent the hyperedges that connect them. Note that the two panels do not illustrate the same social structure.

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Fig 2.

The graphical representation of how simplicial sets can model the example of the three scenarios of students working on a group project: meeting pairwise, meeting all together, and meeting all together with independent pairwise communication between two members.

Note Fig 2a is how a network would represent all three scenarios.

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Fig 3.

Visual examples of learning and discovery rules applied to hypothetical social interactions in humans.

These multibody social interactions could be represented as either simplicial sets or hypergraphs.

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Fig 3 Expand

Fig 4.

An example of an interference discovery rule where person 1 knows ‘A’ and person 2 knows ‘B’, then after interacting both people discover ‘C’, but no longer know (or are certain of) ‘A’ and ‘B’ respectively.

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Table 1.

Examples of learning rules.

Evaluates features 2-5 for the example learning rules. indicated the rule can be found in S1 File.

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Table 1 Expand

Table 2.

Examples of discovery rules.

Evaluates features 2-5 for the example discovery rules. * indicated the rule can be found in S1 File.

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Table 2 Expand

Fig 5.

Example application of four learning rules to a simplified hypothetical simplicial set containing a 3-simplex and three 2-simplices.

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Fig 6.

Example application of three discovery rules to a simplified hypothetical simplicial set containing a 3-simplex and three 2-simplices.

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