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
Lili Qiu
Assistant Managing Director
Publications
Publications by Year
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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
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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
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
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
GPSense: Passive Sensing with Pervasive GPS Signals
Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
MobiCom 2024 | December 2024
MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
December 2024
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
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
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
Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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
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
Advancing Multi-Modal Sensing Through Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
July 2024
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
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
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
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
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
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
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
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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
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
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
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
Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
2023 International Conference on Computer Vision | October 2023
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
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
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
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
Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
ICASSP 23 | June 2023
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
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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
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
Publications by Research Area
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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
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
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
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
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
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
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
Advancing Multi-Modal Sensing Through Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
July 2024
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
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
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
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
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
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
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
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
Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
2023 International Conference on Computer Vision | October 2023
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
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
Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
ICASSP 23 | June 2023
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
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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
-
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
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
Advancing Multi-Modal Sensing Through Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
July 2024
-
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
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
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
MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
December 2024
GPSense: Passive Sensing with Pervasive GPS Signals
Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
MobiCom 2024 | December 2024
Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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
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
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
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
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
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
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
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
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
-
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
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
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
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
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
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
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
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
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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
Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
ICASSP 23 | June 2023
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
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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
Publications by Type
-
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
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
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
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
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
MicroSurf: Guiding Energy Distribution inside Microwave Oven with Metasurfaces
Yiwen Song, Hao Pan, Longyuan Ge, Lili Qiu, Swarun Kumar, Yi-Chao Chen
December 2024
GPSense: Passive Sensing with Pervasive GPS Signals
Huixin Dong, Minhao Cui, Ning Wang, Lili Qiu, Jie Xiong, Wei Wang
MobiCom 2024 | December 2024
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
Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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
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
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
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
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
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
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
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
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
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
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
Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
2023 International Conference on Computer Vision | October 2023
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
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
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
Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism
Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu
ICASSP 23 | June 2023
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
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
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
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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
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
Advancing Multi-Modal Sensing Through Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
July 2024
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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
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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
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