Webpage · 2026

Continual Learning Bench (site and leaderboard)

Snorkel AI / Berkeley

URLhttps://continual-learning-bench.com/
TopicsReplicHAI / Agent Evals / 11 Continual learning, memory & multi-agent
Tagsagent-eval, gap-sweep-2026-11

Abstract

Measures: Improvement of frontier agents across sequential, stateful real-world tasks (companion to arXiv 2606.05661). Metric: Reward; gain over stateless baseline; cost.

BibTeX

@misc{snorkel_ai__berkeley_continual_2026,
	title = {Continual {Learning} {Bench} (site and leaderboard)},
	url = {https://continual-learning-bench.com/},
	abstract = {Measures: Improvement of frontier agents across sequential, stateful real-world tasks (companion to arXiv 2606.05661). Metric: Reward; gain over stateless baseline; cost.},
	author = {{Snorkel AI / Berkeley}},
	year = {2026},
	keywords = {agent-eval, gap-sweep-2026-11},
}