Author

D. Tran

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Jul 2026

SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization

SCOPE reframes objective design as a mechanism for guiding policy exploration, enabling the search process to exploit observed evidence while maintaining structured diversity across discrete solution spaces and generalizes well across diverse combinatorial structures.

K. T. Nguyen, D. Nguyen, C. Lê et al. · arXiv.org · 0 citations

Jul 2026

RELIC: Revealed Principles for Learning Interpretable Composable Skills in Multi-Agent Planning

Multi-agent planning becomes substantially harder when agents must improve specialized decision-making skills while keeping their executable implementations private. This setting arises when independently developed agents expose heterogeneous interfaces, observations, and capabilities, yet must coordinate under a share...

K. Nguyễn, Bui Dinh Pham, Chính Quốc Dương et al. · arXiv.org · 0 citations