Preprints

• (Under review) False Belief Dissemination, Persistence and Mitigation in Multi-Agent Social Networks Through the Lens of the Mandela Effect [PDF]
  Dianzhi Yu*, Hongru Wang*, Ziheng Xiong, Yanyu Chen, Zixing Song, Jianting Chen, Zhenfei Yin, Jeff Z. Pan, Amos Storkey†, Irwin King†
• (Under review) Dynamic Mixture of Latent Memories for Self-Evolving Agents [PDF]
  Dianzhi Yu, Vireo Zhang, Hongru Wang, Yanyu Chen, Minda Hu, Wanghan Xu, Siki Chen, Philip Torr, Zhenfei Yin†, Irwin King†

Journals

• (TNNLS) Recent Advances of Multimodal Continual Learning: A Comprehensive Survey [PDF] [GitHub] [Blog]
  Dianzhi Yu, Xinni Zhang, Yankai Chen, Aiwei Liu, Yifei Zhang, Philip S. Yu, Irwin King
  In IEEE Transactions on Neural Networks and Learning Systems.
• (Academia AI and Applications'26) Towards Trustworthy Agentic AI: A Comprehensive Survey of Safety, Robustness, Privacy, and System Security [PDF]
  Jinhu Qi, Muzhi Li, Jiahong Liu, Yuqin Shu, Dianzhi Yu, Shicheng Ma, Wenqian Cui, Yiyang Zhao, Yiyi Chen, Ruoxi Jiang, Irwin King, Zenglin Xu
  Academia AI and Applications, 2026.

Conference

• (AAAI'26) ConSurv: Multimodal Continual Learning for Survival Analysis [PDF] [GitHub]
  Dianzhi Yu, Conghao Xiong, Yankai Chen, Wenqian Cui, Xinni Zhang, Yifei Zhang, Hao Chen, Joseph J.Y. Sung, Irwin King
  In Proceedings of the 40th AAAI Conference on Artificial Intelligence.
• (KDD'26) LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition [PDF] [GitHub]
  Yanyu Chen*, Jiyue Jiang*, Dianzhi Yu, Zheng Wu, Jiahong Liu, Jiaming Han, Xiao Guo, Jinhu Qi, Yu Li, Yifei Zhang, Irwin King
  In Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining.
• (CVPR'26) Smart Replay: Adaptive Scheduling of Memory Rehearsal for Computational Resource-Aware Incremental Learning [PDF]
  Jianting Chen, Dianzhi Yu, Irwin King
  In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.
• (ICLR'26) RECODE-H: A Benchmark for Research Code Development with Interactive Human Feedback [PDF] [GitHub]
  Chunyu Miao, Henry Peng Zou*†, Yangning Li*†, Yankai Chen†, Yibo Wang†, Fangxin Wang, Yifan Li, Wooseong Yang, Bowei He, Xinni Zhang, Dianzhi Yu, et al., Xue Liu, Irwin King, Philip S. Yu
  In Proceedings of the 14th International Conference on Learning Representations.
• (CVPR'25) pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation [PDF]
  Yifei Zhang*, Hao Zhu*, Alysa Ziying Tan, Dianzhi Yu, Longtao Huang, Han Yu
  In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.
• (ACL'25) Recent Advances in Speech Language Models: A Survey [PDF] [GitHub]
  Wenqian Cui, Dianzhi Yu, Xiaoqi Jiao, Ziqiao Meng, Guangyan Zhang, Qichao Wang, Yiwen Guo, Irwin King
  In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics.
• (ACL'24) An Entropy-based Text Watermarking Detection Method [PDF] [GitHub]
  Yijian Lu, Aiwei Liu, Dianzhi Yu, Jingjing Li, Irwin King
  In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics.
• (ICONIP'24) Video Piracy Websites Detection using Continual Learning with Elastic Weight Consolidation [PDF] [GitHub] [URL]
  Dianzhi Yu, Wentao Zhang, Zenglin Xu, Irwin King
  In Neural Information Processing: 31st International Conference, ICONIP 2024, Proceedings.

* Equal contribution. † Corresponding authors.