ReCALL: Recalibrating Capability Degradation for MLLM-based Composed Image Retrieval. - Tianyu Yang 006; ChenWei He; Xiangzhao Hao; Tianyue Wang; Jiarui Guo; Haiyun Guo; Leigang Qu; Jinqiao Wang; Tat-Seng Chua (CoRR, 2026)

WISER: Wider Search, Deeper Thinking, and Adaptive Fusion for Training-Free Zero-Shot Composed Image Retrieval. - Tianyue Wang; Leigang Qu; Tianyu Yang 006; Xiangzhao Hao; Yifan Xu; Haiyun Guo; Jinqiao Wang (CoRR, 2026)

TRACE: Task-Adaptive Reasoning and Representation Learning for Universal Multimodal Retrieval. - Xiangzhao Hao; Shijie Wang; Tianyu Yang 006; Tianyue Wang; Haiyun Guo; Jinqiao Wang (CoRR, 2026)

PLUME: Latent Reasoning Based Universal Multimodal Embedding. - Chenwei He; Xiangzhao Hao; Tianyu Yang 006; Yuxiang Ma; Yuheng Jia; Lingxiang Wu; Chaoyang Zhao; Haiyun Guo; Jinqiao Wang (CoRR, 2026)

Unifying Group-Relative and Self-Distillation Policy Optimization via Sample Routing. - Gengsheng Li; Tianyu Yang 006; Junfeng Fang; Mingyang Song; Mao Zheng; Haiyun Guo; Dan Zhang; Jinqiao Wang; Tat-Seng Chua (CoRR, 2026)