CoLLAs 2025: Call for Papers
Submit your paper to CoLLAs 2025, the 4th Conference on Lifelong Learning Agents, and contribute to advancing machine learning towards systems that can continually learn.
The 4th Conference on Lifelong Learning Agents (CoLLAs 2025) invites submissions of papers that describe 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
- Open-world learning
- Neuroscience-inspired continual/lifelong learning
- Applications
Submitted papers will be evaluated based on novelty, technical quality, and potential impact. Authors are encouraged to make code and data available.
Learn more about CoLLAs 2025 and contact us for any questions.
Tags: CoLLAs 2025, Conference on Lifelong Learning Agents, Continual Learning, Non-stationary Learning, Machine Learning, Artificial Intelligence, Robotics, Neuroscience