CoLLAs 2025: Call for Papers on Lifelong Learning Agents
CoLLAs 2025: Call for Papers on Lifelong Learning Agents, advancing machine learning towards systems that can continually learn and adapt.
The 4th Conference on Lifelong Learning Agents (CoLLAs 2025) invites submissions on advancing machine learning towards systems that can continually learn and adapt.
Topics include theory for continual learning, non-stationary paradigms, challenges with non-stationary learning, and applications in robotics, healthcare, and more.
- 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
Submitted papers will be evaluated based on novelty, quality, and potential. Experimental methods and results are expected to be reproducible.
CoLLAs 2025 will be held at the University of Pennsylvania in Philadelphia, USA.
For any questions, contact us at https://lifelong-learnings.cc.
Tags: CoLLAs 2025, Lifelong Learning Agents, Machine Learning, Continual Learning, Non-Stationary Learning, Reinforcement Learning, LLMs, Knowledge Transfer, Optimization, Open-World Learning, Neuroscience-Inspired Learning, Applications, Datasets, Benchmarks, Evaluation, Software Libraries