Author

Hyunin Lee

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#artificial intelligence Preprint Oct 2026

Recursive Self-Improvement through Multi-Agent Self-Supervision

Recursive self-improvement (RSI) of a model on non-verifiable tasks, such as open-ended research, faces a supervision bottleneck when its outputs exceed what even human experts can reliably assess, leaving the model itself (optimizee) as the best available optimizer and evaluator. However, a single model instance strug...

Hyunin Lee, Jinglue Xu, Jeffrey Seely et al. · 0 citations

Jul 2026

Recursive Harness Self-Improvement

Recursive Harness Self-Improvement is introduced, which represents the harness as a prompt-level specification of the agent loop and iteratively refines it using pairwise feedback over its own revision history, suggesting RHI as a practical algorithm for continual learning within the paradigm of model--harness co-evolu...

Hyunin Lee, Jinglue Xu, Jeffrey Seely et al. · arXiv.org · 10 citations