Publications

2024

• Dynamic Noise Preference Optimization for LLM Self-Improvement via Synthetic Data
  Haoyan Yang, Ting Hua, Shangqian Gao, Binfeng Xu, Zheng Tang, Vijay Srinivasan, Hongxia Jin
  Under Review by ICLR 2025

• BURExtract-Llama: An LLM for Clinical Concept Extraction in Breast Ultrasound Reports
  Yuxuan Chen*, Haoyan Yang*, Hengkai Pan, Fardeen Siddiqui, Antonio Verdone, Qingyang Zhang, Sumit Chopra, Chen Zhao, Yiqiu Shen
  ACM MM 2024 Workshop MCHM (Oral) , 2024.

• PFID: Privacy First Inference Delegation Framework for LLMs
  Haoyan Yang*, Zhitao Li*, Yong Zhang, Jianzong Wang, Ning Cheng, Ming Li, Jing Xiao
  arXiv preprint arXiv:2406.12238 , 2024.

• Exploring Performance Contrasts in TableQA: Step-by-Step Reasoning Boosts Bigger Language Models, Limits Smaller Language Models
  Haoyan Yang, Yixuan Wang, Keyue Tong, Hongjin Zhu, Yuanxin Zhang
  arXiv preprint arXiv:2411.16002 , 2024.

• Can We Trust LLMs? Mitigate Overconfidence Bias in LLMs through Knowledge Transfer
  Haoyan Yang, Yixuan Wang, Xu Xingyin, Hanyuan Zhang, Yirong Bian
  arXiv preprint arXiv:2405.16856 , 2024.

2023

• PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter
  Haoyan Yang, Zhitao Li, Yong Zhang, Jianzong Wang, Ning Cheng, Ming Li, Jing Xiao
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP) , 2023.

• Multimodal Stock Price Forecasting Using Attention Mechanism Based on Multi-Task Learning
  Haoyan Yang
  Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data , 2023.

• Swarm Intelligence Optimization of UAV Routing with Simultaneously Stochastic Pick-up and Delivery during COVID-19
  Haoyan Yang, Hongjiu Zhang, Yuao Qin, Tian Tang
  International Conference on Cloud Computing and Big Data Analytics (ICCCBDA) , 2023.