PUBLICATIONS

Papers.

Work from the TraceLite team on agent evaluation, multimodal reasoning, dialogue agents, and genomics.

  1. SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection

    Zhiyong Cao, Dunqiang Liu, Qi Dai, Haojun Xu, Huai Yuen Khor, Hao Wang, Huan He, Yafei Liu, Ke Ma, Ruqian Shi, Sicheng Zhou, Sijia Yao

    OralACL 2026 Industry

  2. STAFDD: A Spatio-Temporal Automatic Fish Disease Detection Method

    Bo Wang, Zhiyong Cao, Kailong Yan, Danying Cao, Qi Fang, Wanting Zhang, Yingyin Cheng, Yongming Li, Yaping Wang, Mijuan Shi, Xiao-Qin Xia

    Aquaculture and Fisheries 2026

  3. Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning

    Xuchen Li, Xuzhao Li, Jiahui Gao, Renjie Pi, Shiyu Hu, Wentao Zhang

    ACL 2026

  4. Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning

    Xuchen Li, Xuzhao Li, Shiyu Hu, Kaiqi Huang

    CVPR 2026

  5. CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos

    Xuchen Li, Xuzhao Li, Shiyu Hu, Kaiqi Huang, Wentao Zhang

    arXiv 2025

  6. FishCaduceus: A DNA Language Model for Cyprinid Genomics at Single-Nucleotide Resolution

    Bo Wang, Zhiyong Cao, Qi Fang, Jintao Li, Zhi Yang, Yiliang Wei, Changyu Fan, Wanting Zhang, Yingyin Cheng, Yonghua Sun, Mijuan Shi, Xiao-Qin Xia

    Manuscript

  7. FishNALM: A Foundation DNA Language Model for Fish Genomes

    Bo Wang, Zhiyong Cao, Qi Fang, Shuo Wang, Yiliang Wei, Wanting Zhang, Yingyin Cheng, Yonghua Sun, Mijuan Shi, Xiao-Qin Xia

    Manuscript

  8. MM-VeriRubric: Verifiable Evidence-Grounded Rubrics for Multimodal Reward Models

    Anonymous submission

    Under Review

  9. Disentangled Privileged States for Simulator-Assisted Multi-Turn Dialogue Policy Training

    Anonymous submission

    Under Review

  10. EviSeek: An Evidence-Centric Agentic Framework for Embodied Active Information Seeking

    Anonymous submission

    Under Review

  11. Absorbing Gradient Conflicts: Modeling Semantic Variance via Kent Distributions for Cross-Modal Hashing

    Hengjie Zhu, Dayan Wu, Zihao Zhang, Xinze Liu, Jingxuan Yu, Peng Fu, Zheng Lin, Weiping Wang

    Under Review