| Neural hidden markov model for machine translation W Wang, D Zhu, T Alkhouli, Z Gan, H Ney Proceedings of the 56th Annual Meeting of the Association for Computational …, 2018 | 39 | 2018 |
| Reference-free hallucination detection for large vision-language models Q Li, J Geng, C Lyu, D Zhu, M Panov, F Karray EMNLP Finding, 2024 | 28 | 2024 |
| Hybrid neural network alignment and lexicon model in direct hmm for statistical machine translation W Wang, T Alkhouli, D Zhu, H Ney Proceedings of the 55th Annual Meeting of the Association for Computational …, 2017 | 27 | 2017 |
| LUNA: A Model-Based Universal Analysis Framework for Large Language Models D Song, X Xie, J Song, D Zhu, Y Huang, F Juefei-Xu, L Ma IEEE Transactions on Software Engineering, 2023 | 26 | 2023 |
| Neural episodic control with state abstraction Z Li, D Zhu, Y Hu, X Xie, L Ma, Y Zheng, Y Song, Y Chen, J Zhao ICLR Spotlights, 2023 | 25 | 2023 |
| Generative model-based testing on decision-making policies Z Li, X Wu, D Zhu, M Cheng, S Chen, F Zhang, X Xie, L Ma, J Zhao 2023 38th IEEE/ACM International Conference on Automated Software …, 2023 | 23 | 2023 |
| Data forensics in diffusion models: A systematic analysis of membership privacy D Zhu, D Chen, J Grossklags, M Fritz arXiv preprint arXiv:2302.07801, 2023 | 22 | 2023 |
| PoLLMgraph: Unraveling hallucinations in large language models via state transition dynamics D Zhu, D Chen, Q Li, Z Chen, L Ma, J Grossklags, M Fritz NAACL Finding, 2024 | 21 | 2024 |
| Vulnerabilities of data protection in vertical federated learning training and countermeasures D Zhu, J Chen, X Zhou, W Shang, AE Hassan, J Grossklags IEEE Transactions on Information Forensics and Security 19, 3674-3689, 2024 | 16 | 2024 |
| DeepMemory: Model-based memorization analysis of deep neural language models D Zhu, J Chen, W Shang, X Zhou, J Grossklags, AE Hassan 2021 36th IEEE/ACM International Conference on Automated Software …, 2021 | 15 | 2021 |
| Internal activation revision: Safeguarding vision language models without parameter update Q Li, J Geng, D Zhu, Z Chen, K Song, L Ma, F Karray Proceedings of the AAAI Conference on Artificial Intelligence 39 (26), 27428 …, 2025 | 11 | 2025 |
| A comprehensive study on dataset distillation: Performance, privacy, robustness and fairness Z Chen, J Geng, D Zhu, H Woisetschlaeger, Q Li, S Schimmler, R Mayer, ... arXiv preprint arXiv:2305.03355, 2023 | 10 | 2023 |
| Towards understanding quality challenges of the federated learning for neural networks: a first look from the lens of robustness AE Abyane, D Zhu, R Souza, L Ma, H Hemmati Empirical Software Engineering 28 (2), 44, 2023 | 10 | 2023 |
| Privauditor: Benchmarking data protection vulnerabilities in llm adaptation techniques D Zhu, D Chen, X Wu, J Geng, Z Li, J Grossklags, L Ma Advances in Neural Information Processing Systems 37, 9668-9689, 2024 | 8 | 2024 |
| HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs Q Li, J Geng, Z Chen, D Zhu, Y Wang, C Ma, C Lyu, F Karray ACL, 2025 | 4 | 2025 |
| VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration J Geng, Q Li, Z Chen, Y Wang, D Zhu, Z Xie, C Lyu, X Chen, P Nakov, ... arXiv preprint arXiv:2505.20362, 2025 | 3 | 2025 |
| Safe Reinforcement Learning via Episodic Control Z Li, D Zhu, J Grossklags IEEE Access, 2025 | 2 | 2025 |
| Exploiting internal randomness for privacy in vertical federated learning Y Sun, L Duan, R Mendes, D Zhu, Y Xia, Y Li, A Fischer European Symposium on Research in Computer Security, 390-409, 2024 | 2 | 2024 |
| DynaDistill: Leveraging real-time feedback for effective dataset distillation Z Chen, D Zhu, J Geng, S Schimmler, M Hauswirth Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 1 | 2024 |
| More Than Just Functional: LLM-as-a-Critique for Efficient Code Generation D Zhu, D Chen, J Grossklags, W Pretschner, W Shang The Thirty-ninth Annual Conference on Neural Information Processing Systems, 0 | 1 | |
Lei MaAssociate Professor, The University of Tokyo, Japan & University of Alberta, CanadaVerified email at acm.org
