Full papers
Original research contributions with comprehensive experiments and analysis.
Machine Learning/CORE Unranked
Continual RL @ RLC 2026
Continual Reinforcement Learning Workshop at RLC 2026
The Continual RL @ RLC 2026 workshop focuses on continual reinforcement learning, bringing together researchers to present and discuss novel methods, benchmarks, and applications that enable agents to learn continuously over time without forgetting. It is affiliated with the Reinforcement Learning Conference (RLC) 2026 and aims to advance the state-of-the-art in lifelong learning for RL systems.
Key deadlines
Verified September 9, 2026Full paper
May 30, 2026
AoE
Workshop timeline
Submission and decisions
Full paperKey deadline
May 30, 2026 · AoE
Paper fit
Contribution paths
A strong submission should clearly identify its contribution and evaluate it appropriately.
Short papers
Concise presentations of promising ideas, preliminary results, or work in progress.
Work-in-progress
Early-stage research or novel concepts seeking feedback from the community.
Research areas in scope
01
Topics
Continual learning in reinforcement learningCatastrophic forgetting in RLLifelong policy adaptationTransfer and meta-learning for continual RLBenchmarking and evaluation frameworks for continual RLExploration and exploitation in continual settingsOffline and online continual RLHierarchical and modular continual RLSafety and stability in continual learning agentsApplications of continual RL in robotics, gaming, and real-world systems
Policies worth checking twice
- Submissions must be anonymized for double-blind review.
- Papers must not be under review at another conference or journal during submission.
- Accepted papers will be presented as oral or poster presentations.
- Authors must submit a statement on the use of AI tools in the preparation of the paper.
- All submissions must adhere to the specified page limits (10 pages for full papers, 6 pages for short papers).
Official sources
Compiled from the official call for papers. The organizers’ pages remain authoritative.
Last verified September 9, 2026