CoLLAs 2026: Call for Papers – Lifelong Learning Agents Conference

Deadline: Apr 15, 2026

CoLLAs 2026 invites submissions on lifelong learning agents, including topics like continual learning, unlearning, and meta-learning. Abstract deadline: Apr 10, 2026.

The 5th Conference on Lifelong Learning Agents (CoLLAs 2026) invites submissions on all facets of adaptation of ML models, particularly lifelong learning. Topics include memory within machine learning, algorithms to learn without forgetting, and post-processing models for efficient adaptation.

Key areas of interest:

• Continual and life-long learning
• Unlearning, meta-learning, few-shot learning
• Reinforcement learning, model editing, safety alignment
• Open-ended and open world learning, in-context learning

Submissions are welcome for empirical contributions, theoretical analyses, applications, datasets, and benchmarks. Papers will be evaluated on novelty, technical quality, and potential impact.

For more information and to submit, visit the Full CFP or Openreview.

Important dates:

• Abstract deadline: Apr 10, 2026
• Submission deadline: Apr 15, 2026
• Conference: Sep 14, 2026 – Sep 18, 2026

Tags: Lifelong Learning Agents, CoLLAs 2026, Machine Learning, AI, Conference, Call for Papers, Continual Learning