MLxOR 2026

Deadlines
Machine Learning/CORE Unranked

MLxOR 2026

NeurIPS 2026 Second Workshop on MLxOR

1797166800000Atlanta, USAOfficial workshop site Site reachable

MLxOR 2026 is the second workshop at NeurIPS 2026 focused on the mathematical foundations and operational integration of Machine Learning and Operations Research for uncertainty-aware decision-making, with a special emphasis on Generative AI + OR. It aims to foster interdisciplinary research and dialogue among academics and practitioners in ML, OR, applied probability, and statistics, featuring poster sessions, keynote talks, panel discussions, and a journal submission pathway.

Official CFP Back to deadlines Verified September 9, 2026

Paper fit

Contribution paths

A strong submission should clearly identify its contribution and evaluate it appropriately.

Workshop Paper

Submissions must be up to 4 pages in NeurIPS 2026 format, with unlimited references and supplemental materials. Papers are non-archival and may be submitted to journals afterward. Accepted papers will be presented in poster sessions, with selected ones chosen for oral presentations and best paper awards.

Research areas in scope

01

Generative AI + OR Integration

Policy design, learning, and evaluation powered by Generative AI and digital twinsDecision-focused training of generative modelsIntegration of Generative AI into data-driven optimization and operational decision-makingEvaluating catastrophic risks of Generative AI using OR techniques, and conversely addressing rare-event problems using generative modelingAgentic AI for closed-loop decision-making and autonomous operational systems
02

Related Subareas and Applications

Reinforcement learningSequential and adaptive decision-makingStochastic control and optimizationDistributional robustnessCausal inferenceFoundation modelsSimulation and digital twinsHealthcareLogisticsManufacturingTransportationFinanceEnergy systemsRevenue management

Policies worth checking twice

  • Submissions are non-anonymous.
  • Papers must use the NeurIPS 2026 format with the 'sglblindworkshop' option.
  • NeurIPS Paper Checklist is not required for workshop submissions.
  • Workshop papers are non-archival and do not preclude future journal or conference publication.
  • Previously published works, including papers accepted to the main NeurIPS 2026 conference, are not eligible for submission.
  • Reviewers are not obliged to review supplemental materials.
  • Authors may indicate at most one journal (Stochastic Systems, Mathematics of Operations Research, or Operations Research) for potential journal pathway consideration.

Official sources

Compiled from the official call for papers. The organizers’ pages remain authoritative.

Last verified September 9, 2026