Explicability? Legibility? Predictability? Transparency? Privacy? Security? The Emerging Landscape of Interpretable Agent Behavior

11/23/2018
by   Tathagata Chakraborti, et al.
0

There has been significant interest of late in generating behavior of agents that is interpretable to the human (observer) in the loop. However, the work in this area has typically lacked coherence on the topic, with proposed solutions for "explicable", "legible", "predictable" and "transparent" planning with overlapping, and sometimes conflicting, semantics all aimed at some notion of understanding what intentions the observer will ascribe to an agent by observing its behavior. This is also true for the recent works on "security" and "privacy" of plans which are also trying to answer the same question, but from the opposite point of view -- i.e. when the agent is trying to hide instead of revealing its intentions. This paper attempts to provide a workable taxonomy of relevant concepts in this exciting and emerging field of inquiry.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/16/2016

Explicablility as Minimizing Distance from Expected Behavior

In order to have effective human AI collaboration, it is not simply enou...
research
07/13/2021

Inverse Contextual Bandits: Learning How Behavior Evolves over Time

Understanding an agent's priorities by observing their behavior is criti...
research
06/07/2022

Towards Explainable Social Agent Authoring tools: A case study on FAtiMA-Toolkit

The deployment of Socially Intelligent Agents (SIAs) in learning environ...
research
08/01/2017

Balancing Explicability and Explanation in Human-Aware Planning

Human aware planning requires an agent to be aware of the intentions, ca...
research
05/06/2022

Tell Me Something That Will Help Me Trust You: A Survey of Trust Calibration in Human-Agent Interaction

When a human receives a prediction or recommended course of action from ...
research
02/14/2021

Partial Disclosure of Private Dependencies in Privacy Preserving Planning

In collaborative privacy preserving planning (CPPP), a group of agents j...
research
04/08/2021

PQA: Perceptual Question Answering

Perceptual organization remains one of the very few established theories...

Please sign up or login with your details

Forgot password? Click here to reset