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This paper presents EXPLORE, a framework that integrates simulator-guided Monte Carlo Tree Search with transformer-based decoding for analog topology generation, achieving a 65% success rate on a 6-component benchmark, significantly outperforming one-shot generation and sampling-and-filter baselines.