GIFT: Global Irreplaceability Frame Targeting for Efficient Video Understanding. - Junpeng Ma; Sashuai Zhou; Guanghao Li; Xin Gao; Yue Cao; Hengyu Zeng; Yuxiang Yan; Zhibin Wang; Jun Song; Bo Zheng 007; Shanghang Zhang; Jian Pu (CoRR, 2026)

MacTok: Robust Continuous Tokenization for Image Generation. - Hengyu Zeng; Xin Gao; Guanghao Li; Yuxiang Yan; Jiaoyang Ruan; Junpeng Ma; Haoyu Albert Wang; Jian Pu (CoRR, 2026)

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models. - Jiaoyang Ruan; Xin Gao; Yinda Chen; Hengyu Zeng; Liang Du; Guanghao Li; Jie Fu; Jian Pu (CoRR, 2026)