Shoujun Zhou

AI Laboratory, Shenzhen Institutes of Advanced Technology

Papers on Lattice

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Research focus

Multimodal Models (2)Reasoning & Chain-of-Thought (1)Architecture Design (Transformers, SSMs, MoE) (1)Computer Vision (1)

Frequent co-authors

Sheng Xia (1)Tianxiang Jiang (1)Fuchen Zheng (1)Chengpei Xu (1)

Papers (2)

Jun 23, 2026

Jun 23, 2026·also AI Laboratory, HIT, Shanghai Innovation, Shenzhen Institutes of Advanced

SER: Learning to Ground Video Reasoning with Semantic Evidence Rewards

SER's innovative approach to grounding video reasoning demonstrates a 3.0-point leap in accuracy by integrating semantic verification into the reward structure.

Sheng Xia, Tianxiang Jiang, Shoujun Zhou

Multimodal Models Reasoning & Chain-of-Thought

Apr 28, 2026

Apr 28, 2026·also AI Laboratory, CAS, Guangdong University of Technology, NJU +3

TopoMamba: Topology-Aware Scanning and Fusion for Segmenting Heterogeneous Medical Visual Media

Forget axis-aligned biases: TopoMamba's topology-aware scanning and HSIC-gated fusion unlocks more accurate medical image segmentation, especially for tricky curved structures.

Fuchen Zheng, Chengpei Xu, Weixuan Li +6

Architecture Design (Transformers, SSMs, MoE)Computer Vision Multimodal Models

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Shoujun Zhou

Research focus

Frequent co-authors

Papers (2)