About Me
I am Yifan Zhang, currently pursuing my Ph.D. in Machine Learning at the Institute for Interdisciplinary Information Sciences (IIIS) at Tsinghua University. I have the distinct honor of being mentored by Prof. Yang Yuan and Prof. Andrew Chi-Chih Yao. Previously, I had the privilege of undertaking my undergraduate studies at Yuanpei College of Peking University.
Research Topics
- Language Models
- Representation Learning
- Trustworthy AI
Selected Publications
- Cumulative Reasoning with Large Language Models
Yifan Zhang*, Jingqin Yang*, Yang Yuan, Andrew Chi-Chih Yao.
12th International Conference on Learning Representations (BGPT @ ICLR 2024)- Iterative and Compositional Reasoning [PDF]
- Github repo: https://github.com/iiis-ai/cumulative-reasoning
- Meta Prompting for AI Systems
Yifan Zhang, Yang Yuan, Andrew Chi-Chih Yao.
12th International Conference on Learning Representations (BGPT @ ICLR 2024)- Structured and Syntax-Oriented Meta Prompting [PDF]
- Github repo: https://github.com/meta-prompting/meta-prompting
- Augmenting Math Word Problems via Iterative Question Composing
Haoxiong Liu, Yifan Zhang, Yifan Luo, Andrew Chi-Chih Yao.
12th International Conference on Learning Representations (DPFM @ ICLR 2024)- Data Augmentation via Iterative Question Composing
- Github repo: https://github.com/iiis-ai/IterativeQuestionComposing
- AutoMathText: Autonomous Data Selection with Language Models for Mathematical Texts
Yifan Zhang*, Yifan Luo*, Yang Yuan, Andrew Chi-Chih Yao.
12th International Conference on Learning Representations (DPFM @ ICLR 2024)- Featured as Huggingface Daily Papers: https://huggingface.co/papers/2402.07625
- Github repo: https://github.com/yifanzhang-pro/AutoMathText
- Huggingface dataset: https://huggingface.co/datasets/math-ai/AutoMathText
- Contrastive Learning Is Spectral Clustering On Similarity Graph [code]
Zhiquan Tan*, Yifan Zhang*, Jingqin Yang*, Yang Yuan.
12th International Conference on Learning Representations (ICLR 2024)
- Trade-off Between Efficiency and Consistency for Removal-based Explanations [code]
Yifan Zhang*, Haowei He*, Zhiquan Tan, Yang Yuan.
37th Conference on Neural Information Processing Systems (NeurIPS 2023)
<!–- Impossible Trinity in Explainable AI [code] –>
( * denotes equal contribution, † denotes corresponding authors )