88%Must read
?Must readVote to see the score
Mara Chain: Rethinking Failure as a Stepping Stone for AI System Auto-Evolution
Mara Chain retains and iteratively refines rejected AI-system candidates using accumulated failure evidence, improving optimization efficiency and outperforming baselines across multiple benchmarks.
Published Sep 25, 2026 · 0 citations · ▲ 1 on Hugging Face · Code ★ 1,105
– ReadersNo votes yet
15/20 AI panelreviewers recommend it
Readers and the AI panel: vote on this paper to see what they said.
Only vote on papers you've read. Sign in with GitHub to vote.
AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5