| 2025 | ICASSP | Better Exploiting Spatial Separability in Multichannel Speech Enhancement with an Align-and-Filter Network. | Ching Hua Lee, Chouchang Yang, Yashas Malur Saidutta, Rakshith Sharma Srinivasa, Yilin Shen, Hongxia Jin |
| 2025 | ICASSP | MIB: Mixed Information Bottleneck for Out-of-Distribution Keyword Spotting. | Yashas Malur Saidutta, Rakshith Sharma Srinivasa, Jaejin Cho, Ching Hua Lee, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2025 | ICLR | MoDeGPT: Modular Decomposition for Large Language Model Compression. | Chi-Heng Lin, Shangqian Gao, James Seale Smith, Abhishek Patel, Shikhar Tuli, Yilin Shen, Hongxia Jin, Yen-Chang Hsu |
| 2025 | ICML | RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior. | Ching Hua Lee, Chouchang Yang, Jaejin Cho, Yashas Malur Saidutta, Rakshith Sharma Srinivasa, Yilin Shen, Hongxia Jin |
| 2025 | NAACL | FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing. | James Seale Smith, Chi-Heng Lin, Shikhar Tuli, Haris Jeelani, Shangqian Gao, Yilin Shen, Hongxia Jin, Yen-Chang Hsu |
| 2024 | CVPR | Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters. | James Seale Smith, Yen-Chang Hsu, Zsolt Kira, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | Unified Srgb Real Noise Synthesizing with Adaptive Feature Modulation. | Wenbo Li, Zhipeng Mo, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | End-To-End Personalized Cuff-Less Blood Pressure Monitoring Using ECG and PPG Signals. | Suhas BN, Rakshith Sharma Srinivasa, Yashas Malur Saidutta, Jaejin Cho, Ching Hua Lee, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | Zero-Shot Intent Classification Using a Semantic Similarity Aware Contrastive Loss and Large Language Model. | Jaejin Cho, Rakshith Sharma Srinivasa, Ching Hua Lee, Yashas Malur Saidutta, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | An MVDR-Embedded U-Net Beamformer for Effective and Robust Multichannel Speech Enhancement. | Ching Hua Lee, Kashyap Patel, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | Leveraging Self-Supervised Speech Representations for Domain Adaptation in Speech Enhancement. | Ching Hua Lee, Chouchang Yang, Rakshith Sharma Srinivasa, Yashas Malur Saidutta, Jaejin Cho, Yilin Shen, Hongxia Jin |
| 2024 | ICASSP | Enabling Device Control Planning Capabilities of Small Language Model. | Sudipta Paul, Lingyu Zhang, Yilin Shen, Hongxia Jin |
| 2024 | NAACL | Adaptive Rank Selections for Low-Rank Approximation of Language Models. | Shangqian Gao, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2024 | NAACL | SLiM: Speculative Decoding with Hypothesis Reduction. | Chi-Heng Lin, Shikhar Tuli, James Seale Smith, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2024 | NAACL | DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling. | Shikhar Tuli, Chi-Heng Lin, Yen-Chang Hsu, Niraj K. Jha, Yilin Shen, Hongxia Jin |
| 2024 | WACV | Token Fusion: Bridging the Gap between Token Pruning and Token Merging. | Minchul Kim, Shangqian Gao, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2024 | WACV | Efficient Layout-Guided Image Inpainting for Mobile Use. | Wenbo Li, Yi Wei, Yilin Shen, Hongxia Jin |
| 2023 | AAAI | GOHSP: A Unified Framework of Graph and Optimization-Based Heterogeneous Structured Pruning for Vision Transformer. | Miao Yin, Burak Uzkent, Yilin Shen, Hongxia Jin, Bo Yuan |
| 2023 | BMVC | One-stage Progressive Dichotomous Segmentation. | Jing Zhu, Karim Ahmed, Wenbo Li, Yilin Shen, Hongxia Jin |
| 2023 | EMNLP | Dynamic Low-rank Estimation for Transformer-based Language Models. | Ting Hua, Xiao Li, Shangqian Gao, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2023 | ICASSP | Improved Mask-Based Neural Beamforming for Multichannel Speech Enhancement by Snapshot Matching Masking. | Ching Hua Lee, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2023 | ICASSP | To Wake-Up or Not to Wake-Up: Reducing Keyword False Alarm by Successive Refinement. | Yashas Malur Saidutta, Rakshith Sharma Srinivasa, Ching Hua Lee, Chouchang Yang, Yilin Shen, Hongxia Jin |
| 2023 | ICLR | Learning to Jointly Share and Prune Weights for Grounding Based Vision and Language Models. | Shangqian Gao, Burak Uzkent, Yilin Shen, Heng Huang, Hongxia Jin |
| 2023 | ICML | ESC: Exploration with Soft Commonsense Constraints for Zero-shot Object Navigation. | Kaiwen Zhou, Kaizhi Zheng, Connor Pryor, Yilin Shen, Hongxia Jin, Lise Getoor, Xin Eric Wang |
| 2023 | Interspeech | Compositional Generalization in Spoken Language Understanding. | Avik Ray, Yilin Shen, Hongxia Jin |
| 2023 | Interspeech | Robust Keyword Spotting for Noisy Environments by Leveraging Speech Enhancement and Speech Presence Probability. | Chouchang Yang, Yashas Malur Saidutta, Rakshith Sharma Srinivasa, Ching Hua Lee, Yilin Shen, Hongxia Jin |
| 2022 | AAAI | Improving Zero-Shot Phrase Grounding via Reasoning on External Knowledge and Spatial Relations. | Zhan Shi, Yilin Shen, Hongxia Jin, Xiaodan Zhu |
| 2022 | AAAI | Text-Based Interactive Recommendation via Offline Reinforcement Learning. | Ruiyi Zhang, Tong Yu, Yilin Shen, Hongxia Jin |
| 2022 | CVPR | Lite-MDETR: A Lightweight Multi-Modal Detector. | Qian Lou, Yen-Chang Hsu, Burak Uzkent, Ting Hua, Yilin Shen, Hongxia Jin |
| 2022 | EMNLP | Numerical Optimizations for Weighted Low-rank Estimation on Language Models. | Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen, Hongxia Jin |
| 2022 | ICLR | Language model compression with weighted low-rank factorization. | Yen-Chang Hsu, Ting Hua, Sungen Chang, Qian Lou, Yilin Shen, Hongxia Jin |
| 2022 | ICLR | DictFormer: Tiny Transformer with Shared Dictionary. | Qian Lou, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2021 | ACL | Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU. | Yilin Shen, Yen-Chang Hsu, Avik Ray, Hongxia Jin |
| 2021 | ICASSP | Multi-Step Spoken Language Understanding System Based on Adversarial Learning. | Yu Wang, Yilin Shen, Hongxia Jin |
| 2021 | ICASSP | An End-To-End Actor-Critic-Based Neural Coreference Resolution System. | Yu Wang, Yilin Shen, Hongxia Jin |
| 2021 | ICCV | Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning. | James Seale Smith, Yen-Chang Hsu, Jonathan C. Balloch, Yilin Shen, Hongxia Jin, Zsolt Kira |
| 2021 | ICLR | SAFENet: A Secure, Accurate and Fast Neural Network Inference. | Qian Lou, Yilin Shen, Hongxia Jin, Lei Jiang |
| 2021 | IJCAI | Automatic Mixed-Precision Quantization Search of BERT. | Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin |
| 2021 | NAACL | Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding. | Ting Hua, Yilin Shen, Changsheng Zhao, Yen-Chang Hsu, Hongxia Jin |
| 2020 | AAAI | Towards Hands-Free Visual Dialog Interactive Recommendation. | Tong Yu, Yilin Shen, Hongxia Jin |
| 2020 | CVPR | Generalized ODIN: Detecting Out-of-Distribution Image Without Learning From Out-of-Distribution Data. | Yen-Chang Hsu, Yilin Shen, Hongxia Jin, Zsolt Kira |
| 2020 | EMNLP | Generating Dialogue Responses from a Semantic Latent Space. | Wei-Jen Ko, Avik Ray, Yilin Shen, Hongxia Jin |
| 2020 | ESORICS | PGLP: Customizable and Rigorous Location Privacy Through Policy Graph. | Yang Cao, Yonghui Xiao, Shun Takagi, Li Xiong, Masatoshi Yoshikawa, Yilin Shen, Jinfei Liu, Hongxia Jin, Xiaofeng Xu |
| 2020 | ICASSP | A BI-Model Approach for Handling Unknown Slot Values in Dialogue State Tracking. | Yu Wang, Yilin Shen, Hongxia Jin |
| 2020 | Interspeech | An Interactive Adversarial Reward Learning-Based Spoken Language Understanding System. | Yu Wang, Yilin Shen, Hongxia Jin |
| 2020 | PERCOM | Activity Recommendation: Optimizing Life in the Long Term. | Julian A. Ramos Rojas, Johana Rosas, Yilin Shen, Hongxia Jin, Anind K. Dey |
| 2019 | EMNLP | A Progressive Model to Enable Continual Learning for Semantic Slot Filling. | Yilin Shen, Xiangyu Zeng, Hongxia Jin |
| 2019 | ICASSP | Adversarial Multi-label Prediction for Spoken and Visual Signal Tagging. | Yue Deng, KaWai Chen, Yilin Shen, Hongxia Jin |
| 2019 | ICASSP | SLiQA-I: Towards Cold-start Development of End-to-end Spoken Language Interface for Question Answering. | Yilin Shen, Yu Wang, Abhishek Patel, Hongxia Jin |
| 2019 | ICCV | Taking a HINT: Leveraging Explanations to Make Vision and Language Models More Grounded. | Ramprasaath Ramasamy Selvaraju, Stefan Lee, Yilin Shen, Hongxia Jin, Shalini Ghosh, Larry P. Heck, Dhruv Batra, Devi Parikh |
| 2019 | IJCAI | Learning Assistance from an Adversarial Critic for Multi-Outputs Prediction. | Yue Deng, Yilin Shen, Hongxia Jin |
| 2019 | Interspeech | Iterative Delexicalization for Improved Spoken Language Understanding. | Avik Ray, Yilin Shen, Hongxia Jin |
| 2019 | Interspeech | Interpreting and Improving Deep Neural SLU Models via Vocabulary Importance. | Yilin Shen, Wenhu Chen, Hongxia Jin |
| 2019 | KDD | A Visual Dialog Augmented Interactive Recommender System. | Tong Yu, Yilin Shen, Hongxia Jin |
| 2019 | Mobisys | Teach Once and Use Everywhere - Building AI Assistant Eco-Skills via User Instruction and Demonstration. | Yilin Shen, Sandeep Nama, Hongxia Jin |
| 2019 | NAACL | How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection. | Wenhu Chen, Yu Su, Yilin Shen, Zhiyu Chen, Xifeng Yan, William Yang Wang |
| 2019 | NAACL | SkillBot: Towards Automatic Skill Development via User Demonstration. | Yilin Shen, Avik Ray, Hongxia Jin, Sandeep Nama |
| 2018 | ACL | CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation. | Yilin Shen, Avik Ray, Abhishek Patel, Hongxia Jin |
| 2018 | IJCAI | Adversarial Active Learning for Sequences Labeling and Generation. | Yue Deng, KaWai Chen, Yilin Shen, Hongxia Jin |
| 2018 | IJCAI | Learning Out-of-Vocabulary Words in Intelligent Personal Agents. | Avik Ray, Yilin Shen, Hongxia Jin |
| 2018 | Interspeech | Training Recurrent Neural Network through Moment Matching for NLP Applications. | Yue Deng, Yilin Shen, KaWai Chen, Hongxia Jin |
| 2018 | Interspeech | Robust Spoken Language Understanding via Paraphrasing. | Avik Ray, Yilin Shen, Hongxia Jin |
| 2018 | Interspeech | User Information Augmented Semantic Frame Parsing Using Progressive Neural Networks. | Yilin Shen, Xiangyu Zeng, Yu Wang, Hongxia Jin |
| 2018 | Interspeech | A Deep Reinforcement Learning Based Multimodal Coaching Model (DCM) for Slot Filling in Spoken Language Understanding(SLU). | Yu Wang, Abhishek Patel, Yilin Shen, Hongxia Jin |
| 2018 | NAACL | A Bi-Model Based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling. | Yu Wang, Yilin Shen, Hongxia Jin |
| 2018 | RecSys | Interactive recommendation via deep neural memory augmented contextual bandits. | Yilin Shen, Yue Deng, Avik Ray, Hongxia Jin |
| 2018 | SDM | Accelerating Time Series Searching with Large Uniform Scaling. | Yilin Shen, Yanping Chen, Eamonn J. Keogh, Hongxia Jin |
| 2017 | ICDE | Searching Time Series with Invariance to Large Amounts of Uniform Scaling. | Yilin Shen, Yanping Chen, Eamonn J. Keogh, Hongxia Jin |
| 2017 | IJCAI | Disguise Adversarial Networks for Click-through Rate Prediction. | Yue Deng, Yilin Shen, Hongxia Jin |
| 2017 | SECON | PCASA: Proximity Based Continuous and Secure Authentication of Personal Devices. | Pengfei Hu, Parth H. Pathak, Yilin Shen, Hongxia Jin, Prasant Mohapatra |
| 2017 | SACMAT | Secure Pick Up: Implicit Authentication When You Start Using the Smartphone. | Wei-Han Lee, Xiaochen Liu, Yilin Shen, Hongxia Jin, Ruby B. Lee |
| 2016 | CCS | EpicRec: Towards Practical Differentially Private Framework for Personalized Recommendation. | Yilin Shen, Hongxia Jin |
| 2015 | CIKM | Private Analysis of Infinite Data Streams via Retroactive Grouping. | Rui Chen, Yilin Shen, Hongxia Jin |
| 2014 | CIKM | Controllable Information Sharing for User Accounts Linkage across Multiple Online Social Networks. | Yilin Shen, Hongxia Jin |
| 2014 | COCOA | Approximation Algorithms for Optimization Problems in Random Power-Law Graphs. | Yilin Shen, Xiang Li, My T. Thai |
| 2014 | ICDM | Privacy-Preserving Personalized Recommendation: An Instance-Based Approach via Differential Privacy. | Yilin Shen, Hongxia Jin |
| 2014 | WWW | Defending against user identity linkage attack across multiple online social networks. | Yilin Shen, Fengjiao Wang, Hongxia Jin |
| 2013 | GLOBECOM | Network vulnerability assessment under cascading failures. | Yilin Shen, My T. Thai |
| 2013 | INFOCOM | Adaptive approximation algorithms for hole healing in hybrid wireless sensor networks. | Yilin Shen, Dung T. Nguyen, My T. Thai |
| 2012 | CIKM | The walls have ears: optimize sharing for visibility and privacy in online social networks. | Thang N. Dinh, Yilin Shen, My T. Thai |
| 2012 | CIKM | Interest-matching information propagation in multiple online social networks. | Yilin Shen, Thang N. Dinh, Huiyuan Zhang, My T. Thai |
| 2011 | COCOON | Exploiting the Robustness on Power-Law Networks. | Yilin Shen, Nam P. Nguyen, My T. Thai |
| 2010 | COCOA | On the Hardness and Inapproximability of Optimization Problems on Power Law Graphs. | Yilin Shen, Dung T. Nguyen, My T. Thai |
| 2010 | GLOBECOM | A Graph-Theoretic QoS-Aware Vulnerability Assessment for Network Topologies. | Ying Xuan, Yilin Shen, Nam P. Nguyen, My T. Thai |
| 2009 | ICNC | Electric Heating Cable Fault Locating System Based on Neural Network. | Bing Li, Yilin Shen, Li Li |
| 2009 | IPCCC | On trigger detection against reactive Jamming Attacks: A clique-independent set based approach. | Ying Xuan, Yilin Shen, Incheol Shin, My T. Thai |
| 2009 | MOBIHOC | Reactive jamming attacks in multi-radio wireless sensor networks: an efficient mitigating measure by identifying trigger nodes. | Incheol Shin, Yilin Shen, Ying Xuan, My Tra Thai, Taieb Znati |
| 2008 | ICNC | A Device for Fault Testing of the Underground Electric Heating Cable. | Bing Li, Yilin Shen, Li Li |
| 2005 | ICWS | A Middleware for Replicated Web Services. | Xinfeng Ye, Yilin Shen |
| 2005 | ISPA | Replicating Multithreaded Web Services. | Xinfeng Ye, Yilin Shen |