Haiyan Zhao

25 papers A* 2B 1Journal 17Unranked 5
YearRankTypeTitle / Venue / Authors
2026 — conf
Denoising Concept Vectors with Sparse Autoencoders for Improved Language Model Steering.
EACL (Findings)
Haiyan Zhao, Xuansheng Wu, Fan Yang, Bo Shen, Ninghao Liu, Mengnan Du
2025 — conf
A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models.
EMNLP (Findings)
Dong Shu, Xuansheng Wu, Haiyan Zhao, Daking Rai, Ziyu Yao, Ninghao Liu, Mengnan Du
2025 J jnl
A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models.
CoRR
Dong Shu, Xuansheng Wu, Haiyan Zhao, Daking Rai, Ziyu Yao, Ninghao Liu, Mengnan Du
2025 A* conf
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders.
EMNLP
Dong Shu, Xuansheng Wu, Haiyan Zhao, Mengnan Du, Ninghao Liu
2025 J jnl
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders.
CoRR
Dong Shu, Xuansheng Wu, Haiyan Zhao, Mengnan Du, Ninghao Liu
2025 A* conf
Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution.
ICLR
Haiyan Zhao, Heng Zhao, Bo Shen, Ali Payani, Fan Yang, Mengnan Du
2025 J jnl
Denoising Concept Vectors with Sparse Autoencoders for Improved Language Model Steering.
CoRR
Haiyan Zhao, Xuansheng Wu, Fan Yang, Bo Shen, Ninghao Liu, Mengnan Du
2025 B conf
Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?
COLING
Mingyu Jin, Qinkai Yu, Jingyuan Huang, Qingcheng Zeng, Zhenting Wang, Wenyue Hua, Haiyan Zhao, Kai Mei, Yanda Meng, Kaize Ding, Fan Yang, Mengnan Du, Yongfeng Zhang
2025 — conf
Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability.
EMNLP (Findings)
Dong Shu, Haiyan Zhao, Jingyu Hu, Weiru Liu, Ali Payani, Lu Cheng, Mengnan Du
2025 J jnl
Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability.
CoRR
Dong Shu, Haiyan Zhao, Jingyu Hu, Weiru Liu, Lu Cheng, Mengnan Du
2025 J jnl
MemLens: Uncovering Memorization in LLMs with Activation Trajectories.
CoRR
Zirui He, Haiyan Zhao, Ali Payani, Mengnan Du
2025 J jnl
Rep2Text: Decoding Full Text from a Single LLM Token Representation.
CoRR
Haiyan Zhao, Zirui He, Fan Yang, Ali Payani, Mengnan Du
2025 J jnl
SAIF: A Sparse Autoencoder Framework for Interpreting and Steering Instruction Following of Language Models.
CoRR
Zirui He, Haiyan Zhao, Yiran Qiao, Fan Yang, Ali Payani, Jing Ma, Mengnan Du
2025 J jnl
Towards Uncovering How Large Language ModelsWork: An Interpretability Perspective.
SIGKDD Explor.
Haiyan Zhao, Fan Yang, Bo Shen, Ali Payani, Himabindu Lakkaraju, Mengnan Du
2024 J jnl
Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution.
CoRR
Haiyan Zhao, Heng Zhao, Bo Shen, Ali Payani, Fan Yang, Mengnan Du
2024 J jnl
Explainability for Large Language Models: A Survey.
ACM Trans. Intell. Syst. Technol.
Haiyan Zhao, Hanjie Chen, Fan Yang, Ninghao Liu, Huiqi Deng, Hengyi Cai, Shuaiqiang Wang, Dawei Yin, Mengnan Du
2024 J jnl
Exploring Concept Depth: How Large Language Models Acquire Knowledge at Different Layers?
CoRR
Mingyu Jin, Qinkai Yu, Jingyuan Huang, Qingcheng Zeng, Zhenting Wang, Wenyue Hua, Haiyan Zhao, Kai Mei, Yanda Meng, Kaize Ding, Fan Yang, Mengnan Du, Yongfeng Zhang
2024 J jnl
Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis.
CoRR
Daoyang Li, Mingyu Jin, Qingcheng Zeng, Haiyan Zhao, Mengnan Du
2024 — conf
Mitigating Shortcuts in Language Models with Soft Label Encoding.
LREC/COLING
Zirui He, Huiqi Deng, Haiyan Zhao, Ninghao Liu, Mengnan Du
2024 J jnl
Opening the Black Box of Large Language Models: Two Views on Holistic Interpretability.
CoRR
Haiyan Zhao, Fan Yang, Himabindu Lakkaraju, Mengnan Du
2024 — conf
The Impact of Reasoning Step Length on Large Language Models.
ACL (Findings)
Mingyu Jin, Qinkai Yu, Dong Shu, Haiyan Zhao, Wenyue Hua, Yanda Meng, Yongfeng Zhang, Mengnan Du
2024 J jnl
The Impact of Reasoning Step Length on Large Language Models.
CoRR
Mingyu Jin, Qinkai Yu, Dong Shu, Haiyan Zhao, Wenyue Hua, Yanda Meng, Yongfeng Zhang, Mengnan Du
2024 J jnl
Usable XAI: 10 Strategies Towards Exploiting Explainability in the LLM Era.
CoRR
Xuansheng Wu, Haiyan Zhao, Yaochen Zhu, Yucheng Shi, Fan Yang, Tianming Liu, Xiaoming Zhai, Wenlin Yao, Jundong Li, Mengnan Du, Ninghao Liu
2023 J jnl
Explainability for Large Language Models: A Survey.
CoRR
Haiyan Zhao, Hanjie Chen, Fan Yang, Ninghao Liu, Huiqi Deng, Hengyi Cai, Shuaiqiang Wang, Dawei Yin, Mengnan Du
2023 J jnl
Mitigating Shortcuts in Language Models with Soft Label Encoding.
CoRR
Zirui He, Huiqi Deng, Haiyan Zhao, Ninghao Liu, Mengnan Du