Tianyu Guo

According to our database, Tianyu Guo authored at least 8 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2025

GSM-Agent: Understanding Agentic Reasoning Using Controllable Environments.

Hanlin Zhu, Tianyu Guo, Song Mei, Stuart Russell, Nikhil Ghosh, Alberto Bietti, Jiantao Jiao

CoRR, September, 2025

Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers.

Yixiao Huang, Hanlin Zhu, Tianyu Guo, Jiantao Jiao, Somayeh Sojoudi, Michael I. Jordan, Stuart Russell, Song Mei

CoRR, June, 2025

IDA-Bench: Evaluating LLMs on Interactive Guided Data Analysis.

Hanyu Li, Haoyu Liu, Tingyu Zhu, Tianyu Guo, Zeyu Zheng, Xiaotie Deng, Michael I. Jordan

CoRR, May, 2025

How Do LLMs Perform Two-Hop Reasoning in Context?

Tianyu Guo, Hanlin Zhu, Ruiqi Zhang, Jiantao Jiao, Song Mei, Michael I. Jordan, Stuart Russell

CoRR, February, 2025

2024

Active-Dormant Attention Heads: Mechanistically Demystifying Extreme-Token Phenomena in LLMs.

Tianyu Guo, Druv Pai, Yu Bai, Jiantao Jiao, Michael I. Jordan, Song Mei

CoRR, 2024

Collaborative Heterogeneous Causal Inference Beyond Meta-analysis.

Tianyu Guo, Sai Praneeth Karimireddy, Michael I. Jordan

Proceedings of the Forty-first International Conference on Machine Learning, 2024

How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations.

Tianyu Guo, Wei Hu, Song Mei, Huan Wang, Caiming Xiong, Silvio Savarese, Yu Bai

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

What can a Single Attention Layer Learn? A Study Through the Random Features Lens.

Hengyu Fu, Tianyu Guo, Yu Bai, Song Mei

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023