NeurIPS 2026 Workshop Tackles Continual Learning in Deployed AI Agents

DanielKhashabi · x · 2026-07-30

NeurIPS 2026 announces the Towards Test-Time Continual Learning Agents (TTCL) workshop, focusing on solving the critical issue of AI agents failing to learn internally after deployment and suffering from catastrophic forgetting.

The workshop aims to explore methods enabling agents to continuously acquire and consolidate knowledge during runtime, bridging test-time learning, continual learning, and agentic learning. The paper submission deadline is August 29, 2026.

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