Interact-RAG: Reason and Interact with the Corpus, Beyond Black-Box Retrieval - Hui, Yulong; Chen, Chao; Fu, Zhihang; Liu, Yihao; Ye, Jieping; Zhang, Huanchen (International Conference on Learning Representations, 2026)