Currently, I am mainly working on applied machine learning: code understanding, code migration, query understanding and recommendation, related searches, trending searches, speaker verification/identification, and large language models.
Publications
2023&2024
Haoyu Wang, Tianci Liu, Ruirui Li, Monica Cheng, Tuo Zhang, Jing Gao, RosaLora: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning, (EMNLP'24), Miami, 2024.
Haoyu Wang, Ruirui Li, Haoming Jiang, Jinjin Tian, Zhengyang Wang, Chen Luo, Xianfeng Tang, Monica Xiao, Tuo Zhao, Jing Gao. BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering, (EMNLP'24), Miami, 2024.
Haoyu Wang, Ruirui Li, Haoming Jiang, Zhengyang Wang, Xianfeng Tang, Bin Bi, Monica Cheng, Bing Yin, Yaqing Wang, Tuo Zhao, Jing Gao, LightToken: a Task and Model-agnostic Lightweight Token Embedding Framework for Pre-trained Language Models, (KDD'23), Long Beach, 2023.
2022&2021
Metehan Cekic, Ruirui Li, Zeya Chen, Yuguang Yang, Andreas Stolcke, Upamanyu Madhow. Self-supervised Speaker Recognition Training Using Human-Machine Dialogues, (ICASSP'22), Singapore, 2022.
Xin Zhang*, Minho Jin*, Roger Cheng, Ruirui Li, Eunjung Han, Andreas Stolcke. Contrastive-Mixup Learning for Improved Speaker Verification, (ICASSP'22), Singapore, 2022.
Ruirui Li, Chelsea J.-T. Ju, Zeya Chen, Hongda Mao, Oguz Elibol, and Andreas Stolcke, Fusion of Embeddings Networks for Robust Combination of Text Dependent and Independent Speaker Recognition. (INTERSPEECH'21), Brno, Czechia, 2021.
Haici Yang, Hongda Mao, Ruirui Li, Chelsea J.T. Ju, and Oguz Elibol, Non-local Convolutional Neural Networks (NLCNN) for Speaker Recognition. (INTERSPEECH'21), Brno, Czechia, 2021. [Submitted]
Tianxin Wei*, Ruirui Li*, and Oguz Elibol, Adversarial Multi-task Learning for Speaker Recognition with Self-supervised Reconstructions. (INTERSPEECH'21), Brno, Czechia, 2021. [Submitted]
Jie Pu, Yuguang Yang*, Ruirui Li*, and Oguz Elibol, Scaling Effect of Self-Supervised Speech Models. (INTERSPEECH'21), Brno, Czechia, 2021.
2020&before
Ruirui Li, Jyun-Yu Jiang, Chu-Cheng Hsieh, and Andreas Stolcke, Speaker Identification for Household Scenarios with Self-attention and Adversarial Training. (InterSpeech'20), Shanghai, China, 2020. [paper]
Ruirui Li, Jyun-Yu Jiang,, Hongda Mao, Chu-Cheng Hsieh, and Wei Wang, Bridging Mixture Density Networks with Meta-learning for Automatic Speaker Identification. (ICASSP'20), Barcelona, Spain, 2020. [paper, video]
Ruirui Li, Xiusi Chen, and Wei Wang, Few-shot Learning for New User Recommendation in Location-based Social Networks. (WWW'20), Taipei, Taiwan, 2020. [paper, video]
Ruirui Li, Liangda Li, Yunhong Zhou, and Wei Wang, Click Feedback-Aware Query Recommendation Using Adversarial Examples. (WWW'19), San Francisco, CA, 2019. [paper]
Ruirui Li, Jyun-Yu Jiang, Chelsea J.-T. Ju, and Wei Wang, CORALS: Who are My Potential New Customers? Tapping into the Wisdom of Customers' Decisions. (WSDM'19), Melbourne, Australia, 2019. [paper]
Ruirui Li, Jyun-Yu Jiang, Chelsea J.-T, Cheryl Flynn, Wen-ling Hsu, Jia Wang, Wei Wang, and Tan Xu, Enhancing Response Generation Using Chat Flow Identification. (KDD'18 Workshop), London, Aug. 2018.
Zijun Xue, Mingda Li, and Ruirui Li, Recent Progress in Conversational AI. (KDD'18 Workshop), London, Aug. 2018.
Chelsea J.-T. Ju, Ruirui Li, Zhengliang Wu, Jyun-Yu Jiang, Zhao Yang, and Wei Wang, Fleximer: Accurate Quatification of RNA-Seq via Variable-Length k-mers. (ACM BCB'17), Boston, 2017
Ruirui Li, Xinxin Huang, Shuo Song, Jia Wang, and Wei Wang, Towards customer trouble tickets resolution automation in large cellular services. (Mobicom'16), New York, 2016.
Liuli Chen, Jennifer Zhang, Chelsea J.-T. Ju, Ruirui Li, Wenchao Yu, and Wei Wang, Skimdiff: Transcript-level differential analysis of RNA-Seq data. (HitSeq'15), Dublin, Ireland. 2015.
Ruirui Li, Ben Kao, Bin Bi, Reynold Cheung, and Eric Lo, DQR: A probabilistic approach to diversified query recommendation. (CIKM'12), Hawaii, Oct. 2012. [paper]