Publications

Updated list available on 🎓 Google Scholar (opens new window)

Preprints

• MultiAgent Collaboration Attack: Investigating Adversarial Attacks in Large Language Model Collaborations via Debate
  Alfonso Amayuelas, Xianjun Yang, Antonis Antoniades, Wenyue Hua, Liangming Pan, William Yang Wang
  (Paper) (opens new window)
• DistiLRR: Transferring Code Repair for Low-Resource Programming Languages
  Kyle Wong, Alfonso Amayuelas, Liangming Pan, William Yang Wang
  (Paper) (opens new window)
• DebUnc: Mitigating Hallucinations in Large Language Model Agent Communication with Uncertainty Estimations
  Luke Yoffe, Alfonso Amayuelas, William Yang Wang
  (Paper) (opens new window)

2024

• Understanding the Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation
  Xinyi Wang, Alfonso Amayuelas, Kexun Zhang, Liangming Pan, Wenhu Chen, William Yang Wang
  Proceedings of the 41st International Conference on Machine Learning (ICML 2024)
  (Paper) (opens new window)
• Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models
  Alfonso Amayuelas, Kyle Wong, Liangming Pan, Wenhu Chen, William Wang
  Findings of the Association for Computational Linguistics, 2024 (ACL 2024)
  (Paper) (opens new window) (Code) (opens new window) (Data) (opens new window)

2022

• Neural Methods for Logical Reasoning over Knowledge Graphs
  Alfonso Amayuelas, Shuai Zhang, Susie Xi Rao, Ce Zhang
  International Conference on Learning Representations 2022 (ICLR 2022)
  (Paper) (opens new window) (Slides) (opens new window) (Code) (opens new window)

2021

• The importance of modeling data missingness in algorithmic fairness: A causal perspective
  Naman Goel, Alfonso Amayuelas, Amit Deshpande, Amit Sharma
  Proceedings of the AAAI Conference on Artificial Intelligence, 35(9), 7564-7573, 2021 (AAAI 2021)
  (Paper) (opens new window) (Poster) (Supplementary Material)