Tracking Progress in Multi-Agent Path Finding

05/15/2023
by   Bojie Shen, et al.
0

Multi-Agent Path Finding (MAPF) is an important core problem for many new and emerging industrial applications. Many works appear on this topic each year, and a large number of substantial advancements and performance improvements have been reported. Yet measuring overall progress in MAPF is difficult: there are many potential competitors, and the computational burden for comprehensive experimentation is prohibitively large. Moreover, detailed data from past experimentation is usually unavailable. In this work, we introduce a set of methodological and visualisation tools which can help the community establish clear indicators for state-of-the-art MAPF performance and which can facilitate large-scale comparisons between MAPF solvers. Our objectives are to lower the barrier of entry for new researchers and to further promote the study of MAPF, since progress in the area and the main challenges are made much clearer.

READ FULL TEXT

page 4

page 5

page 6

page 7

research
10/10/2017

AI Buzzwords Explained: Multi-Agent Path Finding (MAPF)

Explanation of the hot topic "multi-agent path finding"....
research
03/18/2021

MS*: A New Exact Algorithm for Multi-agent Simultaneous Multi-goal Sequencing and Path Finding

In multi-agent applications such as surveillance and logistics, fleets o...
research
08/22/2023

Traffic Flow Optimisation for Lifelong Multi-Agent Path Finding

Multi-Agent Path Finding (MAPF) is a fundamental problem in robotics tha...
research
02/01/2023

Off-the-Grid MARL: a Framework for Dataset Generation with Baselines for Cooperative Offline Multi-Agent Reinforcement Learning

Being able to harness the power of large, static datasets for developing...
research
02/24/2021

MAPFAST: A Deep Algorithm Selector for Multi Agent Path Finding using Shortest Path Embeddings

Solving the Multi-Agent Path Finding (MAPF) problem optimally is known t...
research
09/17/2021

DMAPF: A Decentralized and Distributed Solver for Multi-Agent Path Finding Problem with Obstacles

Multi-Agent Path Finding (MAPF) is a problem of finding a sequence of mo...

Please sign up or login with your details

Forgot password? Click here to reset