| 2025 | ICLR | Vector-ICL: In-context Learning with Continuous Vector Representations. | Yufan Zhuang, Chandan Singh, Liyuan Liu, Jingbo Shang, Jianfeng Gao |
| 2025 | ICML | On the Generalization Ability of Next-Token-Prediction Pretraining. | Zhihao Li, Xue Jiang, Liyuan Liu, Xuelin Zhang, Hong Chen, Feng Zheng |
| 2025 | ICPADS | Pairwise Generalized Importance Weighting for Metric Learning Under Distribution Shift. | Richeng Zhou, Xuelin Zhang, Hong Chen, Weifu Li, Liyuan Liu |
| 2025 | IJCAI | Trajectory-Dependent Generalization Bounds for Pairwise Learning with φ-mixing Samples. | Liyuan Liu, Hong Chen, Weifu Li, Tieliang Gong, Hao Deng, Yulong Wang |
| 2025 | SP | LeoDroid: An LLM-Based Few-Shot Multi-Label Detection for Android Malware. | Minhong Dong, Liyuan Liu, Qi Guo, Hongpeng Bai, Ruijie Gong, Yude Bai, Wenying He, Ze Wang, Guangquan Xu, Ji Zhang |
| 2024 | ICLR | Fast-ELECTRA for Efficient Pre-training. | Chengyu Dong, Liyuan Liu, Hao Cheng, Jingbo Shang, Jianfeng Gao, Xiaodong Liu |
| 2024 | ICLR | Toward Student-oriented Teacher Network Training for Knowledge Distillation. | Chengyu Dong, Liyuan Liu, Jingbo Shang |
| 2024 | ICLR | Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs. | Suyu Ge, Yunan Zhang, Liyuan Liu, Minjia Zhang, Jiawei Han, Jianfeng Gao |
| 2024 | ICLR | Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs. | Qingru Zhang, Chandan Singh, Liyuan Liu, Xiaodong Liu, Bin Yu, Jianfeng Gao, Tuo Zhao |
| 2024 | IJCNN | Error Bound Based Noise Schedule Design in Diffusion Models. | Liyuan Liu, Chun Yuan |
| 2024 | TrustCom | Federated Knowledge-enhanced Graph Attention Network for Privacy-preserving Social Recommendation. | Xiaofei Hao, Liyuan Liu, Yimeng Wang, Fengyu Li, Wanqing Wu |
| 2023 | ICML | Understand and Modularize Generator Optimization in ELECTRA-style Pretraining. | Chengyu Dong, Liyuan Liu, Hao Cheng, Jingbo Shang, Jianfeng Gao, Xiaodong Liu |
| 2023 | ISCAS | An 800G Integrated Silicon-Photonic Transmitter based on 16-Channel Mach-Zehnder Modulator and Co-Designed 5.35pJ/bit CMOS Drivers. | Jingbo Shi, Han Liu, Tao Yang, Ming Jin, Haowen Shu, Fenghe Yang, Lei Shi, Yuansheng Tao, Jianrui Deng, Ruixuan Chen, Changhao Han, Jian Liu, Nanjian Wu, Nan Qi, Liyuan Liu |
| 2021 | AAAI | Empower Distantly Supervised Relation Extraction with Collaborative Adversarial Training. | Tao Chen, Haochen Shi, Liyuan Liu, Siliang Tang, Jian Shao, Zhigang Chen, Yueting Zhuang |
| 2021 | KDD | UCPhrase: Unsupervised Context-aware Quality Phrase Tagging. | Xiaotao Gu, Zihan Wang, Zhenyu Bi, Yu Meng, Liyuan Liu, Jiawei Han, Jingbo Shang |
| 2021 | NAACL | On the Transformer Growth for Progressive BERT Training. | Xiaotao Gu, Liyuan Liu, Hongkun Yu, Jing Li, Chen Chen, Jiawei Han |
| 2020 | ACL | Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling. | Ouyu Lan, Xiao Huang, Bill Yuchen Lin, He Jiang, Liyuan Liu, Xiang Ren |
| 2020 | ACL | Facet-Aware Evaluation for Extractive Summarization. | Yuning Mao, Liyuan Liu, Qi Zhu, Xiang Ren, Jiawei Han |
| 2020 | EMNLP | Understanding the Difficulty of Training Transformers. | Liyuan Liu, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Jiawei Han |
| 2020 | ICLR | On the Variance of the Adaptive Learning Rate and Beyond. | Liyuan Liu, Haoming Jiang, Pengcheng He, Weizhu Chen, Xiaodong Liu, Jianfeng Gao, Jiawei Han |
| 2020 | ICML | Towards Adaptive Residual Network Training: A Neural-ODE Perspective. | Chengyu Dong, Liyuan Liu, Zichao Li, Jingbo Shang |
| 2020 | ISCAS | A 50Gb/s PAM-4 Optical Receiver with Si-Photonic PD and Linear TIA in 40nm CMOS. | Yang Liu, Nan Qi, Xiuli Xu, Weizhong Li, Lei Wang, Minjia Chen, Qixiang Cheng, Jingbo Shi, Liyuan Liu, Jian Liu, Xi Xiao, Nanjian Wu |
| 2020 | WWW | NetTaxo: Automated Topic Taxonomy Construction from Text-Rich Network. | Jingbo Shang, Xinyang Zhang, Liyuan Liu, Sha Li, Jiawei Han |
| 2020 | SIGIR | Joint Aspect-Sentiment Analysis with Minimal User Guidance. | Honglei Zhuang, Fang Guo, Chao Zhang, Liyuan Liu, Jiawei Han |
| 2019 | AAAI | Cross-Relation Cross-Bag Attention for Distantly-Supervised Relation Extraction. | Yujin Yuan, Liyuan Liu, Siliang Tang, Zhongfei Zhang, Yueting Zhuang, Shiliang Pu, Fei Wu, Xiang Ren |
| 2019 | ACL | Reliability-aware Dynamic Feature Composition for Name Tagging. | Ying Lin, Liyuan Liu, Heng Ji, Dong Yu, Jiawei Han |
| 2019 | EMNLP | CrossWeigh: Training Named Entity Tagger from Imperfect Annotations. | Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Jiacheng Liu, Jiawei Han |
| 2019 | EMNLP | Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction. | Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren |
| 2019 | ISNN | Efficient Reservoir Encoding Method for Near-Sensor Classification with Rate-Coding Based Spiking Convolutional Neural Networks. | Xu Yang, Shuangming Yu, Liyuan Liu, Jian Liu, Nanjian Wu |
| 2019 | KDD | Constructing and Mining Heterogeneous Information Networks from Massive Text. | Jingbo Shang, Jiaming Shen, Liyuan Liu, Jiawei Han |
| 2019 | MASS | The Adversarial Attacks Threats on Computer Vision: A Survey. | Yiyun Zhou, Meng Han, Liyuan Liu, Jing He, Xi Gao |
| 2018 | AAAI | Empower Sequence Labeling with Task-Aware Neural Language Model. | Liyuan Liu, Jingbo Shang, Xiang Ren, Frank Fangzheng Xu, Huan Gui, Jian Peng, Jiawei Han |
| 2018 | COCOA | Defend the Clique-based Attack for Data Privacy. | Meng Han, Dongjing Miao, Jinbao Wang, Liyuan Liu |
| 2018 | EMNLP | Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling. | Liyuan Liu, Xiang Ren, Jingbo Shang, Xiaotao Gu, Jian Peng, Jiawei Han |
| 2018 | EMNLP | Learning Named Entity Tagger using Domain-Specific Dictionary. | Jingbo Shang, Liyuan Liu, Xiaotao Gu, Xiang Ren, Teng Ren, Jiawei Han |
| 2018 | INFOCOM | Deep learning approach for cyberattack detection. | Yiyun Zhou, Meng Han, Liyuan Liu, Jing (Selena) He, Yan Wang |
| 2017 | EMNLP | Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach. | Liyuan Liu, Xiang Ren, Qi Zhu, Shi Zhi, Huan Gui, Heng Ji, Jiawei Han |
| 2017 | KDD | TrioVecEvent: Embedding-Based Online Local Event Detection in Geo-Tagged Tweet Streams. | Chao Zhang, Liyuan Liu, Dongming Lei, Quan Yuan, Honglei Zhuang, Tim Hanratty, Jiawei Han |
| 2015 | ICDM | Community Detection Based on Structure and Content: A Content Propagation Perspective. | Liyuan Liu, Linli Xu, Zhen Wang, Enhong Chen |
| 2012 | ISCAS | A 120dB SNDR audio sigma-delta modulator with an asynchronous SAR quantizer. | Yafei Ye, Liyuan Liu, Jiangyuan Li, Dongmei Li, Zhihua Wang |
| 2011 | ISCAS | A 1V 15-bit Audio ΔΣ ADC in 0.18m CMOS. | Liyuan Liu, Dongmei Li, Liangdong Chen, Yafei Ye, Zhihua Wang |
| 2011 | ISCAS | A nanopower CMOS bandgap reference with 30ppm/degree C from -30 degree C to 150 degree C. | Pengpeng Yuan, Zhihua Wang, Dongmei Li, Xin Wang, Liyuan Liu |
| 2011 | ISLPED | A 92.4dB SNDR 24kHz ΔΕ modulator consuming 352μW. | Liyuan Liu, Dongmei Li, Yafei Ye, Zhihua Wang |
| 2007 | ISCAS | A Pipelined A/D Conversion Technique with Low INL and DNL. | Jingbo Duan, Fule Li, Liyuan Liu, Dongmei Li, Yongming Li, Zhihua Wang |
| 2007 | ISCAS | A 20-Bit Sigma-Delta D/A for Audio Applications in 0.13um CMOS. | Liyuan Liu, Run Chen, Dongmei Li |
| 2004 | CP | Constraint-Based Combinators for Local Search. | Pascal Van Hentenryck, Laurent Michel, Liyuan Liu |