Publications

A full list is also available on Google Scholar.

• 2026 Vision-Language-Action in Robotics: A Survey of Datasets, Benchmarks, and Data Engines

  Z. Wang, B. Wang, H. Zhang, Tingting Du, T. Chen, G. Sun, Y. He, Z. Shen, W. Ye, A. Li

  Transactions on Machine Learning Research (TMLR)

  A comprehensive survey examining the data infrastructure supporting Vision-Language-Action models in robotics.

  Paper
• 2026 ROCKET: Residual-Oriented Multi-Layer Alignment for Spatially-Aware Vision-Language-Action Models

  G. Sun, Tingting Du, K. Feng, C. Luo, X. Ding, Z. Shen, Z. Wang, Y. He, A. Li

  arXiv preprint arXiv:2602.17951

  A multi-layer alignment framework that enhances spatial awareness in Vision-Language-Action models through residual-oriented techniques.

  Paper
• 2025 Agent KB: A Hierarchical Memory Framework for Cross-Domain Agentic Problem Solving

  X. Tang, T. Qin, T. Peng, Z. Zhou, D. Shao, Tingting Du, X. Wei, H. Zhu, G. Zhang, et al.

  ICML 2025 Workshop on Collaborative and Federated Agentic Workflows

  A hierarchical memory framework that enables agents to leverage cross-domain experience for improved problem-solving capabilities.

• 2025 Characterizing Language Use in a Collaborative Situated Game

  N. Tomlin, N. Zhou, E. Fleisig, L. Chen, T. Wright, L. Vinh, L.X. Ma, S. Eisape, Tingting Du, T. Zhang, A. Koller, A. Suhr

  arXiv preprint arXiv:2512.03381

  Analyzing situated language use and ad-hoc convention formation within a large-scale corpus from a virtual 3D environment.

  Paper
• 2025 QG-SMS: Enhancing Test Item Analysis via Student Modeling and Simulation

  B. Nguyen, Tingting Du, M. Yu, L. Angrave, M. Jiang

  Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL)

  A student modeling approach for question generation to enhance test item analysis through simulation.