Parallel Speculative Decoding with Adaptive Draft Length. - Tianyu Liu; Yun Li; Qitan Lv; Kai Liu; Jianchen Zhu; Winston Hu (CoRR, 2024)

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models. - Yuhao Dong; Zuyan Liu; Hai-Long Sun; Jingkang Yang; Winston Hu; Yongming Rao; Ziwei Liu 002 (CVPR, 2025)

Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution. - Zuyan Liu; Yuhao Dong; Ziwei Liu 002; Winston Hu; Jiwen Lu; Yongming Rao (ICLR, 2025)

PEARL: Parallel Speculative Decoding with Adaptive Draft Length. - Tianyu Liu; Yun Li; Qitan Lv; Kai Liu; Jianchen Zhu; Winston Hu; Xiao Sun (ICLR, 2025)

MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models. - Huanqia Cai; Yijun Yang; Winston Hu (CoRR, 2025)

Ola: Pushing the Frontiers of Omni-Modal Language Model with Progressive Modality Alignment. - Zuyan Liu; Yuhao Dong; Jiahui Wang; Ziwei Liu 002; Winston Hu; Jiwen Lu; Yongming Rao (CoRR, 2025)

BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries. - Tianle Li; Yongming Rao; Winston Hu; Yu Cheng (CoRR, 2025)

Beyond Intermediate States: Explaining Visual Redundancy through Language. - Dingchen Yang; Bowen Cao; Anran Zhang; Weibo Gu; Winston Hu; Guang Chen (CoRR, 2025)