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Wen-Xuan Zhang

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#artificial intelligence Jun 2026

Self-Evolving World Models for LLM Agent Planning

Extensive experiments show that WorldEvolver achieves the highest prediction accuracy across three backbones and leads other world model baselines on downstream agent success rate, demonstrating that test-time memory revision enhances both predictive fidelity and planning performance.

Xuan Zhang, Wen-Xuan Zhang, See-Kiong Ng et al. · arXiv.org · 3 citations