(Q-Spatial 2025)
Co-located with the 33rd ACM SIGSPATIAL 2025 in Minneapolis, Minnesota, USA
Monday, November 3, 2025
Co-located with
Corporate SponsorsImportant Dates
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Welcome to Q-Spatial 2025The 1st ACM SIGSPATIAL International Workshop on Quantum Computing and Quantum-Inspired Technologies for Spatial Data Systems and Applications Keynote: “D-Wave Quantum Optimization Realized”Speaker
AbstractQuantum computing promises to accelerate computational power in a variety of application spaces. D-Wave Quantum Inc. has targeted optimization problems with its quantum annealing hardware, hybrid quantum-classical software, and services. In this talk, we will explore the different use cases tackled by D-Wave’s technology, including areas of scheduling, allocation, and querying. An introduction to quantum computing will be provided, as well as an example of how research using quantum optimization has expanded as the technology has improved over the past 10 years. Workshop OverviewQuantum computing and other quantum-driven technologies have been a field of technology investment for decades. With promising potential, significant investments from many governmental and industrial parties are poured into winning the race. The SIGSPATIAL community is building a capacity in that promising technology field. This workshop aims to bring together SIGSPATIAL community members interested in exploring quantum technologies in spatial systems and applications. It will also invite non-SIGSPATIAL members who are experts in the field of quantum technologies to enrich the community and foster learning and collaboration. The workshop will be open to all levels of expertise, allowing participants to contribute or learn. Workshop Mission and GoalsThe high-level philosophy of organizing this workshop is engaging, motivating, encouraging, and helping interested SIGSPATIAL community members to explore spatial problems that could take advantage of quantum computing. This mission breaks down into the following goals:
The International Year of Quantum 2025On June 7, 2024, the United Nations General Assembly officially declared 2025 "The International Year of Quantum Science and Technology". Organizing this workshop will be part of the global community efforts to raise awareness about quantum computing technologies and their impact in the context of spatial data. Check https://quantum2025.org/ for more details and events. Updates
Workshop Organizers
Workshop ProgramThe workshop program is designed to provide both introductory material for newcomers and advanced content for experienced researchers. Join us for a full day of tutorials, keynotes, and hands-on sessions! Schedule - Monday, November 3, 2025
Follow-up Online Session
Quantum Lab: Hands-on DemonstrationsExplore quantum computing through practical examples Welcome to the Quantum Lab! This hands-on session features four interactive demonstrations that showcase the power of quantum computing using D-Wave. Each demo is designed to help you understand quantum computing concepts through practical applications. Demo 1: At Most One ScoopObjective: Introduction to unconstrained optimization This demo introduces the basics of quantum optimization by solving a simple ice cream purchase problem. You'll learn how to formulate an unconstrained minimization problem where the goal is to select at most one ice cream flavor (vanilla or chocolate) while minimizing cost. Demo 2: Exactly One ScoopObjective: Introduction to quantum constraint with penalty Building on the previous demo, this example adds a constraint requiring exactly one ice cream scoop to be purchased. You'll learn how to enforce hard constraints in quantum optimization by incorporating penalty terms into the objective function. Demo 3: Graph Partitioning with CQMObjective: Solving spatial optimization problems using Constrained Quadratic Models This demonstration tackles a classic spatial computing problem: partitioning a graph into balanced regions while minimizing the number of edges cut between regions. Using D-Wave's Constrained Quadratic Model (CQM) solver, you'll see how to handle complex constraints including one-hot encoding (each node belongs to exactly one partition) and partition size requirements. Demo 4: Graph Partitioning with NL-SolverObjective: Advanced spatial optimization using Nonlinear Models This advanced demo solves the same graph partitioning problem using D-Wave's Nonlinear (NL) solver, which supports more flexible variable types and constraints. Instead of binary one-hot variables, this approach uses integer variables to directly represent partition assignments. You'll learn how the NL-solver enables more natural problem formulations for spatial optimization and compare its performance with the CQM approach. Demo Code Link:
Call for ParticipationACM SIGSPATIAL 2025 is hosting its first workshop on Quantum Computing and Quantum-Inspired Technologies for Spatial Data Systems and Applications (Q-Spatial). Our program includes a variety of tutorials, talks, and topics, both introductory and advanced material on quantum computing fundamentals. The workshop does not assume any level of knowledge or expertise in quantum computing. What's Included
What to Do Next?Fill the call for participation form below, register for the workshop, and meet us in Minneapolis, Minnesota in November! Registration for the Q-Spatial 2025 workshop will be handled through the main conference registration system. How to RegisterPlease visit the ACM SIGSPATIAL 2025 Conference Website for details on registration fees and procedures. |