2 papers
cs.LG2026
HarnessEvolve: Learning from Reference Trajectories for Reliable Agent Self-Evolution
Wen Jiang, Mingmin Chu, Yimeng Tian +6
Self-evolving agents advance toward autonomy by optimizing their harness---prompts, skills, tools, and execution logic---based on environmental feedback. This paradigm, however, is…
cs.NE2026
JANUS: Online Jacobian-Aligned Infill for Black-Box Optimization
Hongyuan Yu, Pufan Xu, Jiaojiao Yi +4
Population optimizers such as CMA-ES, DE, and multi-objective evolutionary algorithms drive search mainly through selection signals that are scalar or rank based: such a signal ind…