| 2026 | ACL | VEG: Verbal ε-greedy for Semantic Exploration in Multi-Turn RL Agents. | Yongchang Hao, Jie Hao, Yongsheng Mei, Ze Ye, Junyi Chai, Bin Guo, Benjamin Z. Yao, Chenlei Guo, Lili Mou |
| 2025 | CVPR | Identifying and Mitigating Spurious Correlation in Multi-Task Learning. | Junyi Chai, Shenyu Lu, Xiaoqian Wang |
| 2025 | ICLR | Adversarial Latent Feature Augmentation for Fairness. | Hoin Jung, Junyi Chai, Xiaoqian Wang |
| 2025 | ICLR | Mitigating Spurious Correlations in Zero-Shot Multimodal Models. | Shenyu Lu, Junyi Chai, Xiaoqian Wang |
| 2025 | ICML | On the Alignment between Fairness and Accuracy: from the Perspective of Adversarial Robustness. | Junyi Chai, Taeuk Jang, Jing Gao, Xiaoqian Wang |
| 2024 | KDD | Neural Collapse Inspired Debiased Representation Learning for Min-max Fairness. | Shenyu Lu, Junyi Chai, Xiaoqian Wang |
| 2023 | SMC | Unmasking Deception: A Comparative Study of Tree-Based and Transformer-Based Models for Fake Review Detection on Yelp. | Pengqi Wang, Yue Lin, Junyi Chai |
| 2023 | SMC | A Large-Scale Group Decision Making Model Based on Adaptive Subgroup Rescue Mechanism. | Yingying Zhang, Shiyu Gong, Junyi Chai |
| 2022 | EMNLP | DeepGen: Diverse Search Ad Generation and Real-Time Customization. | Konstantin Golobokov, Junyi Chai, Victor Ye Dong, Mandy Gu, Bingyu Chi, Jie Cao, Yulan Yan, Yi Liu |
| 2022 | ICML | Fairness with Adaptive Weights. | Junyi Chai, Xiaoqian Wang |
| 2022 | SMC | A Multicriteria Ranking Approach for Evaluating Best Cities for International Students. | Penghao Zhang, Zeyu Hou, Junyi Chai |
| 2021 | EMNLP | Automatic Construction of Enterprise Knowledge Base. | Junyi Chai, Yujie He, Homa Hashemi, Bing Li, Daraksha Parveen, Ranganath Kondapally, Wenjin Xu |
| 2021 | ICMLC | A New Multicriteria Decision Making Approach for University Ranking: The Skyline SIR Method. | Junyi Chai, Ken Cheng, Wenbin Liu |
| 2020 | ICMLC | Behavioral Decision Makings: Reconciling Behavioral Economics and Decision Systems. | Junyi Chai |
| 2019 | ICMLC | Deep Learning in Natural Language Processing: A State-of-the-Art Survey. | Junyi Chai, Anming Li |
| 2012 | GRC | A novel Tolerant Skyline Operator for decision support. | Junyi Chai, James N. K. Liu, Dehong Gao, Jian Xu |
| 2011 | GRC | Class-based Rough Approximation with dominance principle. | Junyi Chai, James N. K. Liu |
| 2010 | ICDM | Towards a Reliable Framework of Uncertainty-Based Group Decision Support System. | Junyi Chai, James N. K. Liu |