Call for Papers: CoLLAs 2025 – 4th Conference on Lifelong Learning Agents
CoLLAs 2025 is the 4th Conference on Lifelong Learning Agents, an annual gathering of researchers to exchange ideas on advancing machine learning toward systems that can continually learn throughout their lifetime.
The Conference on Lifelong Learning Agents (CoLLAs) is an annual gathering of researchers to exchange ideas on advancing machine learning toward systems that can continually learn throughout their lifetime, become increasingly knowledgeable and capable, and perform in complex non-stationary environments.
We invite submissions to the 4th edition of CoLLAs, describing new theories, methodologies, applications, or insights into existing algorithms and benchmarks for learning in non-i.i.d. and non-stationary settings.
- Theory for continual/lifelong learning
- Continual learning paradigms
- Challenges with non-stationary learning
- Continual reinforcement learning
- Continual learning in LLMs
- Knowledge transfer
- Non-stationary optimization
- Streaming learning
- Open-world learning
- Neuroscience-inspired continual/lifelong learning
- Applications
- Datasets, benchmarks, evaluation, software libraries
We are particularly interested in submissions that explore connections between continual learning and other areas, including robotics, and education.
Submitted papers will be evaluated based on their novelty, technical quality, and potential impact. Experimental methods and results are expected to be reproducible, and authors are strongly encouraged to make code and data available.
CoLLAs 2025 will be held at the University of Pennsylvania in Philadelphia, USA.
For any questions about the conference, you can contact us at contact@lifelong-ml.cc.
Important dates and deadlines:
- Abstract deadline: Feb 21, 2025
- Submission deadline: Feb 26, 2025
- Results released: Apr 7, 2025
- Author rebuttals due: Apr 12, 2025
- Notifications of decision: May 12, 2025
- Resubmission deadline: Jun 12, 2025
Tags: Lifelong Learning Agents, Conference on Lifelong Learning Agents, Continual Learning, Machine Learning, Non-Stationary Environments, Submission Deadline, Abstract Deadline, Author Rebuttals, Notifications of Decision, Resubmission Deadline