The League of Robot Runners (LoRR, www.leagueofrobotrunners.org) is a global competition series tackling one of the hardest problems in logistics automation: coordinating large teams of robots under real-world uncertainty.ย
Sponsored by Amazon Robotics
and co-hosted with AAMAS 2026
, LoRR bridges academia and industry by focusing on core combinatorial challenges in multi-robot coordination. Related formulations appear in the literature as Multi-Agent Path Finding (MAPF), Multi-Robot Path Planning (MRPP), and multi-agent coordination. 

In LoRR, simulated robots operate in dynamic logistics environments and must continuously complete incoming tasks.
Depending on the track, participants design task schedulers, path planners, and execution policies that remain robust under stochastic delays.
The goal is to complete as many tasks as possible before time runs out! 

Participation is open to teams and individuals worldwide.
We welcome all technical approaches, including:
AI planning and algorithm design
Combinatorial search and optimization
Machine learning and reinforcement learning
Mathematical programming and operations research
Robust/stochastic optimization and control
Hybrid and domain-specific methods
New for 2026: Uncertainty-Aware Robot Coordination 
Building on the 2024/5 season (1,513 submissions from 50 teams!
), the 2026 edition introduces explicit execution uncertainty through delay probabilities.
Robots may fail to execute planned moves on time due to simulated mechanical
issues or communication
delays. Success now depends not only on path quality but also on robust execution policies that keep fleets efficient amid disruptions. 
Competition Tracks and Prizes 
Execution Track
We provide the task scheduler and path planner.
You design an execution policy that handles delays.
First Prize: USD 2,500
Second Prize: USD 500
Third Prize: Distinguished Performance Award
Task Scheduling Track
You assign tasks to robots.
We provide the path planner and execution policy.
Your scheduler must account for execution uncertainty.
First Prize: USD 2,500
Second Prize: USD 500
Third Prize: Distinguished Performance Award
Combined Track
You assign tasks, plan paths, and control execution.
Full control in the most challenging stochastic setting.
First Prize (Grand Prize): USD 5,000
Second Prize: USD 1,000
Third Prize: USD 500
Additional Awards
AAMAS Prize (Combined Track): USD 1,000 for the top combined-track entry submitted by May 22, 2026 (AOE, UTC-12)
Line Honours Prize: USD 1,000 for the team with the largest number of best-known solutions at competition end
Certificates for other notable performances
Submission Process 
Participants register on the LoRR platform and submit solvers through the official evaluation pipeline. Submissions are automatically built and evaluated, with progress tracked on the live leaderboard.
Submissions are accepted throughout the competition window.
We provide starter code, documentation, examples, validators, and visualization tools.
After the competition, top submissions and problem instances will be open-sourced for community use. 
Tools and Resources
Start-Kit v3.1.0:ย
Full support for the new Execution component and runtime delay generation.ย
Added configurable action counters and multistep planner communication. Stability, validation, and usability improvements for main round submissions, plus new main-round example instances.
PlanViz v3.1.0:ย
The visualizer fully supports 2026 tick-based simulation.ย
We improved rendering performance for massive simulations. 

Important Dates (AOE, UTC-12) 
Jan 2026: Competition announcement 
18 Mar 2026: Start-Kit release and test round opens 
14 Apr 2026: Main round begins 
22 May 2026: AAMAS Prize deadline (Combined Track special award) 
AAMAS 2026: AAMAS Prize announcement 
22 Jul 2026: Competition finish line 
7 Aug 2026: All tracks' results announcement 
Competition Chairs 
Daniel Harabor (Monash University)
Sven Koenig (University of California, Irvine)
Cathy Wu (Massachusetts Institute of Technology)
Jingjin Yu (Rutgers University)
ย Links:
For details, registration, and updates: www.leagueofrobotrunners.org
For community discussion: Join our Discord!
We look forward to your participation in LoRR 2026!ย 