Lili Qiu

Assistant Managing Director

Papiers de Collaboration

Afficher par:

- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github Projet
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Projet
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
  
  Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
  
  The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
  
  DOI Publication Projet
- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github Projet
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github Projet
- GPMS: Enabling Indoor GNSS Positioning using Passive Metasurfaces
  
  Yezhou Wang, Hao Pan, Lili Qiu, Linghui Zhong, Jiting Liu, Ruichun Ma, Yi-Chao Chen, Guangtao Xue, Ju Ren
  
  MobiCom 2024 | December 2024
  
  Publication
- GPSense: Passive Sensing with Pervasive GPS Signals
  
  Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
  
  MobiCom 2024 | December 2024
  
  Publication
- MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
  
  Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
  
  December 2024
  
  Publication
- Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach
  
  Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu
  
  NPJ Parkinson's Disease | December 2024, Vol 10
  
  DOI Publication Publication
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github Projet
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint Télécharger Projet
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  ENLSP NeurIPS Workshop 2024 | September 2024
  
  Best Paper Award
  
  Preprint
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- Empowering In-Browser Deep Learning Inference on Edge Devices with Just-in-Time Kernel Optimizations
  
  Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuanchun Li, Qipeng Wang, Deyu Zhang, Ju Ren, Yunxin Liu, Lili Qiu, Mao Yang
  
  the 22nd Annual International Conference on Mobile Systems, Applications and Services (MobiSys'24) | June 2024
  
  Publication
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- AutoMS: Automated Service for mmWave Coverage Optimization using Low-cost Metasurfaces
  
  Ruichun Ma, Shicheng Zheng, Hao Pan, Lili Qiu, Xingyu Chen, Liangyu Liu, Yihong Liu, Wenjun Hu, Ju Ren
  
  MobiCom 2024 | May 2024
  
  Publication
- MuDiS: An Audio-independent, Wide-angle, and Leak-free Multi-directional Speaker
  
  Yijie Li, Juntao Zhou, Dian Ding, Yi-Chao Chen, Lili Qiu, Jiadi Yu, Guangtao Xue
  
  MobiCom 2024 | May 2024
  
  Publication
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Projet
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication Projet
- Large Multimodal Model for Real-World Radiology Report Generation
  
  Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
  
  December 2023
  
  Publication
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint Projet
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- PMSat: Optimizing Passive Metasurface for Low Earth Orbit Satellite Communication
  
  Hao Pan, Lili Qiu, Bei Ouyang, Shicheng Zheng, Yongzhao Zhang, Yi-Chao Chen, Guangtao Xue
  
  MobiCom | October 2023
  
  Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis
  
  Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang
  
  KDD 2022 | August 2022
  
  Publication
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication

- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
  
  Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
  
  The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
  
  DOI Publication Projet
- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github Projet
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github Projet
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Projet
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
  
  Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
  
  The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
  
  DOI Publication Projet
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github Projet
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github Projet
- Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach
  
  Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu
  
  NPJ Parkinson's Disease | December 2024, Vol 10
  
  DOI Publication Publication
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint Télécharger Projet
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  ENLSP NeurIPS Workshop 2024 | September 2024
  
  Best Paper Award
  
  Preprint
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- Empowering In-Browser Deep Learning Inference on Edge Devices with Just-in-Time Kernel Optimizations
  
  Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuanchun Li, Qipeng Wang, Deyu Zhang, Ju Ren, Yunxin Liu, Lili Qiu, Mao Yang
  
  the 22nd Annual International Conference on Mobile Systems, Applications and Services (MobiSys'24) | June 2024
  
  Publication
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Projet
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication Projet
- Large Multimodal Model for Real-World Radiology Report Generation
  
  Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
  
  December 2023
  
  Publication
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint Projet
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis
  
  Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang
  
  KDD 2022 | August 2022
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github Projet
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github Projet
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github Projet
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  ENLSP NeurIPS Workshop 2024 | September 2024
  
  Best Paper Award
  
  Preprint
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Projet
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication Projet
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint Projet
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Projet
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
  
  Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
  
  The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
  
  DOI Publication Projet
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github Projet
- GPMS: Enabling Indoor GNSS Positioning using Passive Metasurfaces
  
  Yezhou Wang, Hao Pan, Lili Qiu, Linghui Zhong, Jiting Liu, Ruichun Ma, Yi-Chao Chen, Guangtao Xue, Ju Ren
  
  MobiCom 2024 | December 2024
  
  Publication
- MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
  
  Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
  
  December 2024
  
  Publication
- GPSense: Passive Sensing with Pervasive GPS Signals
  
  Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
  
  MobiCom 2024 | December 2024
  
  Publication
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  ENLSP NeurIPS Workshop 2024 | September 2024
  
  Best Paper Award
  
  Preprint
- Empowering In-Browser Deep Learning Inference on Edge Devices with Just-in-Time Kernel Optimizations
  
  Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuanchun Li, Qipeng Wang, Deyu Zhang, Ju Ren, Yunxin Liu, Lili Qiu, Mao Yang
  
  the 22nd Annual International Conference on Mobile Systems, Applications and Services (MobiSys'24) | June 2024
  
  Publication
- MuDiS: An Audio-independent, Wide-angle, and Leak-free Multi-directional Speaker
  
  Yijie Li, Juntao Zhou, Dian Ding, Yi-Chao Chen, Lili Qiu, Jiadi Yu, Guangtao Xue
  
  MobiCom 2024 | May 2024
  
  Publication
- AutoMS: Automated Service for mmWave Coverage Optimization using Low-cost Metasurfaces
  
  Ruichun Ma, Shicheng Zheng, Hao Pan, Lili Qiu, Xingyu Chen, Liangyu Liu, Yihong Liu, Wenjun Hu, Ju Ren
  
  MobiCom 2024 | May 2024
  
  Publication
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- PMSat: Optimizing Passive Metasurface for Low Earth Orbit Satellite Communication
  
  Hao Pan, Lili Qiu, Bei Ouyang, Shicheng Zheng, Yongzhao Zhang, Yi-Chao Chen, Guangtao Xue
  
  MobiCom | October 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- Large Multimodal Model for Real-World Radiology Report Generation
  
  Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
  
  December 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication

- Region-Adaptive Sampling for Diffusion Transformers
  
  Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
  
  February 2025
  
  DOI Publication Publication Github
- LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
  
  Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
  
  November 2024
  
  Publication Github Projet
- Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
  
  Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
  
  September 2024
  
  Publication
- Advancing Mobile GUI Agents: A Verifier-Driven Approach to Practical Deployment
  
  Gaole Dai, Shiqi Jiang, Ting Cao, Yuanchun Li, Yuqing Yang, Rui Tan, Mo Li, Lili Qiu
  
  March 2025
  
  Preprint
- The Potential and Value of AI Chatbot in Personalized Cognitive Training
  
  Zilong Wang, Nan Chen, Luna K. Qiu, Ling Yue, Geli Guo, Yang Ou, Shiqi Jiang, Yuqing Yang, Lili Qiu
  
  October 2024
  
  Preprint Télécharger Projet
- Mitigate Position Bias in Large Language Models via Scaling a Single Dimension
  
  Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
  
  June 2024
  
  Preprint
- Large Multimodal Model for Real-World Radiology Report Generation
  
  Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
  
  December 2023
  
  Publication
- MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
  
  Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICML 2025 | July 2025
  
  Preprint Github Projet
- VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
  
  Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
  
  The Eighth Annual Conference on Machine Learning and Systems | May 2025
  
  Publication
- SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao
  
  ICLR 2025 | April 2025
  
  Publication Projet
- Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
  
  Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
  
  The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
  
  DOI Publication Projet
- SCBench: A KV Cache-Centric Analysis of Long-Context Methods
  
  Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu
  
  ICLR 2025 | December 2024
  
  Preprint Github Projet
- MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
  
  Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  NeurIPS 2024 | December 2024
  
  spotlight
  
  Preprint Github Projet
- GPMS: Enabling Indoor GNSS Positioning using Passive Metasurfaces
  
  Yezhou Wang, Hao Pan, Lili Qiu, Linghui Zhong, Jiting Liu, Ruichun Ma, Yi-Chao Chen, Guangtao Xue, Ju Ren
  
  MobiCom 2024 | December 2024
  
  Publication
- MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
  
  Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
  
  December 2024
  
  Publication
- GPSense: Passive Sensing with Pervasive GPS Signals
  
  Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
  
  MobiCom 2024 | December 2024
  
  Publication
- LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
  
  Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
  
  2024 Empirical Methods in Natural Language Processing | November 2024
  
  Publication
- Reviving Cloud Gaming Sessions
  
  Yifan Yang, Lili Qiu, Yuqing Yang
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
  
  Preprint
- RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
  
  Di Liu, Meng Chen, Baotong Lu, Huiqiang Jiang, Qianxi Zhang, Qi Chen, Chengruidong Zhang, Bailu Ding, Kai Zhang, Chen Chen, Fan Yang, Yuqing Yang, Lili Qiu
  
  ENLSP NeurIPS Workshop 2024 | September 2024
  
  Best Paper Award
  
  Preprint
- Empowering In-Browser Deep Learning Inference on Edge Devices with Just-in-Time Kernel Optimizations
  
  Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuanchun Li, Qipeng Wang, Deyu Zhang, Ju Ren, Yunxin Liu, Lili Qiu, Mao Yang
  
  the 22nd Annual International Conference on Mobile Systems, Applications and Services (MobiSys'24) | June 2024
  
  Publication
- Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
  
  Chaofan Lin, Zhenhua Han, Chengruidong Zhang, Yuqing Yang, Fan Yang, Chen Chen, Lili Qiu
  
  OSDI 2024 | May 2024
  
  Publication Github
- MuDiS: An Audio-independent, Wide-angle, and Leak-free Multi-directional Speaker
  
  Yijie Li, Juntao Zhou, Dian Ding, Yi-Chao Chen, Lili Qiu, Jiadi Yu, Guangtao Xue
  
  MobiCom 2024 | May 2024
  
  Publication
- AutoMS: Automated Service for mmWave Coverage Optimization using Low-cost Metasurfaces
  
  Ruichun Ma, Shicheng Zheng, Hao Pan, Lili Qiu, Xingyu Chen, Liangyu Liu, Yihong Liu, Wenjun Hu, Ju Ren
  
  MobiCom 2024 | May 2024
  
  Publication
- Real-Time Neural Video Recovery and Enhancement on Mobile Devices
  
  Yifan Yang, Yuqing Yang, Lili Qiu
  
  CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
  
  Preprint
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Projet
- LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models
  
  Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023
  
  Publication Projet
- PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation
  
  Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou
  
  The 29th ACM Symposium on Operating Systems Principles | October 2023
  
  Publication
- LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
  
  Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023
  
  Preprint Projet
- PMSat: Optimizing Passive Metasurface for Low Earth Orbit Satellite Communication
  
  Hao Pan, Lili Qiu, Bei Ouyang, Shicheng Zheng, Yongzhao Zhang, Yi-Chao Chen, Guangtao Xue
  
  MobiCom | October 2023
  
  Publication
- Attentive Mask CLIP
  
  Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
  
  2023 International Conference on Computer Vision | October 2023
  
  Publication
- ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
  
  Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
  
  NeurIPS 2023 | October 2023
  
  Publication
- Accurate and Structured Pruning for Efficient Automatic Speech Recognition
  
  Huiqiang Jiang, Li Lyna Zhang, Yuang Li, Yu Wu, Shijie Cao, Ting Cao, Yuqing Yang, Jinyu Li, Mao Yang, Lili Qiu
  
  INTERSPEECH 2023 | August 2023
  
  Publication
- Optimizing Dynamic Neural Networks with Brainstorm
  
  Weihao Cui, Zhenhua Han, Lingji Ouyang, Yichuan Wang, Ningxin Zheng, Lingxiao Ma, Yuqing Yang, Fan Yang, Jilong Xue, Lili Qiu, Lidong Zhou, Quan Chen, Haisheng Tan, Minyi Guo
  
  OSDI'23 | July 2023
  
  Publication
- Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
  
  Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
  
  ICASSP 23 | June 2023
  
  Author's Version
- SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters
  
  Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou
  
  EuroSys 2023 | May 2023
  
  Publication
- CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis
  
  Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang
  
  KDD 2022 | August 2022
  
  Publication
- Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech
  
  Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu
  
  INTERSPEECH 2022 | June 2022
  
  Publication
- Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach
  
  Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu
  
  NPJ Parkinson's Disease | December 2024, Vol 10
  
  DOI Publication Publication