Sensorimotor Communication for Humans and Robots: Improving Interactive Skills by Sending Coordination Signals

During joint actions, humans continuously exchange coordination signals and use nonverbal, sensorimotor forms of communication. Here we discuss a specific example of sensorimotor communication-"signaling"-which consists in the intentional modification of one's own action plan (e.g., a plan for reaching a glass of wine) to make it more predictable or discriminable from alternative action plans that are contextually plausible (e.g., a plan for reaching another glass on the same table). We first review the existing evidence on signaling in human-human interactions, discussing under which conditions humans use signaling. Successively, we distill these insights into a computational theory of signaling during online interactions. Central to our approach are the following ideas: 1) signaling endows pragmatic plans with communicative goals; 2) signaling can be understood within a cost-benefit scheme, balancing the costs for the signaling agent against its benefits for interaction success; and 3) signaling may be part of an interactive strategy that optimizes success when joint goals are uncertain. Finally, we exemplify the benefits of signaling in a series of simulations and discuss how endowing robots with signaling abilities can increase the quality of human-robot interactions by making their behavior more predictable and "legible" for humans.

Tipo Pubblicazione: 
Articolo
Author or Creator: 
Donnarumma
Francesco
Dindo
Hans
Pezzulo
Giovanni
Publisher: 
IEEE, Stati Uniti d'America
Source: 
IEEE Transactions on Cognitive and Developmental Systems 10 (2018): 903–917. doi:10.1109/TCDS.2017.2756107
info:cnr-pdr/source/autori:Donnarumma, Francesco and Dindo, Hans and Pezzulo, Giovanni/titolo:Sensorimotor Communication for Humans and Robots: Improving Interactive Skills by Sending Coordination Signals/doi:10.1109/TCDS.2017.2756107/rivista:IEEE Transac
Date: 
2018
Resource Identifier: 
http://www.cnr.it/prodotto/i/432464
https://dx.doi.org/10.1109/TCDS.2017.2756107
info:doi:10.1109/TCDS.2017.2756107
https://ieeexplore.ieee.org/document/8049374
Language: 
Eng
ISTC Author: 
Ritratto di Giovanni Pezzulo
Real name: