# Efficiency of one-dimensional active transport conditioned on motility

## TL;DR

This paper explores how conditioning active particles on their motility alters their interactions and energy efficiency, revealing potential for topological interactions and efficiency gains in simplified models.

## Contribution

It introduces a formal framework for analyzing conditioned active matter, deriving emergent interactions and efficiency effects in toy models like TASEP and run-and-tumble particles.

## Key findings

- Run-and-tumble particles develop alignment interactions upon conditioning.
- Conditioning can significantly increase energy efficiency, especially with large mobility fluctuations.
- Emergent interactions may be topological rather than metric, indicating a screening effect.

## Abstract

By conditioning a stochastic process on the value of an observable, one obtains a new stochastic process with different properties. We apply this idea in the context of active matter, and condition interacting self-propelled particles on their individual motility. Using the effective process formalism from dynamical large deviations theory, we derive the interactions that actuate the imposed mobility against jamming interactions in two toy models---the totally asymmetric exclusion process and run-and-tumble particles, \emil{in the case of two or three particles}. We provide a framework which takes into account the energy-consumption required for self-propulsion, and address the question of how energy-efficient the emergent interactions are. Upon conditioning, run-and-tumble particles develop an alignment interaction and achieve a higher gain in efficiency than TASEP particles. A point of diminishing returns in efficiency is reached beyond a certain level of conditioning. With recourse to a general formula for the change in energy efficiency upon conditioning, we conclude that the most significant gains occur when there are large fluctuations in mobility to exploit. From a detailed comparison of the emergent effective interaction in a two- versus a three-body scenario, we discover evidence of a screening effect which suggests that conditioning can produce topological rather than metric interactions.