TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning. - Shandilya, Shivam; Xia, Menglin; Ghosh, Supriyo; Jiang, Huiqiang; Zhang, Jue; Wu, Qianhui; Rühle, Victor; Rajmohan, Saravan (2025)

Mitigate Position Bias in LLMs via Scaling a Single Hidden States Channel. - Yu, Yijiong; Jiang, Huiqiang; Luo, Xufang; Wu, Qianhui; Lin, Chin-Yew; Li, Dongsheng; Yang, Yuqing; Huang, Yongfeng; Qiu, Lili (2025)

SCBench: A KV Cache-Centric Analysis of Long-Context Methods. - Li, Yucheng; Jiang, Huiqiang; Wu, Qianhui; Luo, Xufang; Ahn, Surin; Zhang, Chengruidong; Abdi, Amir H.; Li, Dongsheng; Gao, Jianfeng; Yang, Yuqing; Qiu, Lili (2025)

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents. - Pan, Zhuoshi; Wu, Qianhui; Jiang, Huiqiang; Luo, Xufang; Cheng, Hao; Li, Dongsheng; Yang, Yuqing; Lin, Chin-Yew; Zhao, H. Vicky; Qiu, Lili; Gao, Jianfeng (2025)

On Memory Construction and Retrieval for Personalized Conversational Agents. - Pan, Zhuoshi; Wu, Qianhui; Jiang, Huiqiang; Luo, Xufang; Cheng, Hao; Li, Dongsheng; Yang, Yuqing; Lin, Chin-Yew; Zhao, H. Vicky; Qiu, Lili; Gao, Jianfeng (CoRR, 2025)

Scaling Up On-Device LLMs via Active-Weight Swapping Between DRAM and Flash. - Jia, Fucheng; Wu, Zewen; Jiang, Shiqi; Jiang, Huiqiang; Zhang, Qianxi; Yang, Yuqing; Liu, Yunxin; Ren, Ju; Zhang, Deyu; Cao, Ting (CoRR, 2025)

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention. - Li, Yucheng; Jiang, Huiqiang; Zhang, Chengruidong; Wu, Qianhui; Luo, Xufang; Ahn, Surin; Abdi, Amir H.; Li, Dongsheng; Gao, Jianfeng; Yang, Yuqing; Qiu, Lili (CoRR, 2025)

Zoomer: Adaptive Image Focus Optimization for Black-box MLLM. - Qian, Jiaxu; Wang, Chendong; Yang, Yifan; Zhang, Chaoyun; Jiang, Huiqiang; Luo, Xufang; Kang, Yu; Lin, Qingwei; Zhang, Anlan; Jiang, Shiqi; Cao, Ting; Mao, Tianjun; et al. (CoRR, 2025)

RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference. - Chen, Yaoqi; Zhang, Jinkai; Lu, Baotong; Zhang, Qianxi; Zhang, Chengruidong; Luo, Jingjia; Liu, Di; Jiang, Huiqiang; Chen, Qi; Liu, Jing; Ding, Bailu; Yan, Xiao; et al. (CoRR, 2025)

Chain-of-Model Learning for Language Model. - Song, Kaitao; Wang, Xiaohua; Tan, Xu; Jiang, Huiqiang; Zhang, Chengruidong; Shen, Yongliang; LU, Cen; Li, Zihao; Song, Zifan; Shan, Caihua; Wang, Yansen; Ren, Kan; et al. (CoRR, 2025)

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents. - Wu, Qianhui; Cheng, Kanzhi; Yang, Rui; Zhang, Chaoyun; Yang, Jianwei; Jiang, Huiqiang; Mu, Jian; Peng, Baolin; Qiao, Bo; Tan, Reuben; Qin, Si; Liden, Lars; et al. (CoRR, 2025)

SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression. - Li, Yucheng; Ahn, Surin; Jiang, Huiqiang; Abdi, Amir H.; Yang, Yuqing; Qiu, Lili (CoRR, 2025)

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression. - Pan, Zhuoshi; Wu, Qianhui; Jiang, Huiqiang; Xia, Menglin; Luo, Xufang; Zhang, Jue; Lin, Qingwei; Rühle, Victor; Yang, Yuqing; Lin, Chin-Yew; Zhao, H. Vicky; Qiu, Lili; et al. (2024)

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression. - Jiang, Huiqiang; Wu, Qianhui; Luo, Xufang; Li, Dongsheng; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (2024)

Hybrid SLM and LLM for Edge-Cloud Collaborative Inference. - Hao, Zixu; Jiang, Huiqiang; Jiang, Shiqi; Ren, Ju; Cao, Ting (2024)

Position Engineering: Boosting Large Language Models through Positional Information Manipulation. - He, Zhiyuan; Jiang, Huiqiang; Wang, Zilong; Yang, Yuqing; Qiu, Luna; Qiu, Lili (2024)

Poster: Design of Elastic Deep Neural Network Candidate Spaces for Inference on Diverse Devices. - Won, Jeongho; Cao, Ting; Jiang, Huiqiang; Song, Junehwa (2024)

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention. - Jiang, Huiqiang; Li, Yucheng; Zhang, Chengruidong; Wu, Qianhui; Luo, Xufang; Ahn, Surin; Han, Zhenhua; Abdi, Amir H.; Li, Dongsheng; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (2024)

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression. - Pan, Zhuoshi; Wu, Qianhui; Jiang, Huiqiang; Xia, Menglin; Luo, Xufang; Zhang, Jue; Lin, Qingwei; Rühle, Victor; Yang, Yuqing; Lin, Chin-Yew; Zhao, H. Vicky; Qiu, Lili; et al. (CoRR, 2024)

Position Engineering: Boosting Large Language Models through Positional Information Manipulation. - He, Zhiyuan; Jiang, Huiqiang; Wang, Zilong; Yang, Yuqing; Qiu, Luna; Qiu, Lili (CoRR, 2024)

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension. - Yu, Yijiong; Jiang, Huiqiang; Luo, Xufang; Wu, Qianhui; Lin, Chin-Yew; Li, Dongsheng; Yang, Yuqing; Huang, Yongfeng; Qiu, Lili (CoRR, 2024)

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention. - Jiang, Huiqiang; Li, Yucheng; Zhang, Chengruidong; Wu, Qianhui; Luo, Xufang; Ahn, Surin; Han, Zhenhua; Abdi, Amir H.; Li, Dongsheng; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (CoRR, 2024)

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval. - Liu, Di; Chen, Meng; Lu, Baotong; Jiang, Huiqiang; Han, Zhenhua; Zhang, Qianxi; Chen, Qi; Zhang, Chengruidong; Ding, Bailu; Zhang, Kai; Chen, Chen; Yang, Fan; et al. (CoRR, 2024)

TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning. - Shandilya, Shivam; Xia, Menglin; Ghosh, Supriyo; Jiang, Huiqiang; Zhang, Jue; Wu, Qianhui; Rühle, Victor (CoRR, 2024)

SCBench: A KV Cache-Centric Analysis of Long-Context Methods. - Li, Yucheng; Jiang, Huiqiang; Wu, Qianhui; Luo, Xufang; Ahn, Surin; Zhang, Chengruidong; Abdi, Amir H.; Li, Dongsheng; Gao, Jianfeng; Yang, Yuqing; Qiu, Lili (CoRR, 2024)

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition. - Ma, Tingting; Wu, Qianhui; Jiang, Huiqiang; Karlsson, Börje; Zhao, Tiejun; Lin, Chin-Yew (2023)

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text. - Wu, Qianhui; Jiang, Huiqiang; Yin, Haonan; Karlsson, Börje; Lin, Chin-Yew (2023)

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models. - Jiang, Huiqiang; Wu, Qianhui; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (2023)

Attentive Mask CLIP. - Yang, Yifan; Huang, Weiquan; Wei, Yixuan; Peng, Houwen; Jiang, Xinyang; Jiang, Huiqiang; Wei, Fangyun; Wang, Yin; Hu, Han; Qiu, Lili; Yang, Yuqing (2023)

ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices. - Tang, Chen; Zhang, Li Lyna; Jiang, Huiqiang; Xu, Jiahang; Cao, Ting; Zhang, Quanlu; Yang, Yuqing; Wang, Zhi; Yang, Mao (2023)

End-to-End Word-Level Pronunciation Assessment with MASK Pre-training. - Liang, Yukang; Song, Kaitao; Mao, Shaoguang; Jiang, Huiqiang; Qiu, Luna; Yang, Yuqing; Li, Dongsheng; Xu, Linli; Qiu, Lili (2023)

Accurate and Structured Pruning for Efficient Automatic Speech Recognition. - Jiang, Huiqiang; Zhang, Li Lyna; Li, Yuang; Wu, Yu; Cao, Shijie; Cao, Ting; Yang, Yuqing; Li, Jinyu; Yang, Mao; Qiu, Lili (2023)

PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation. - Zheng, Ningxin; Jiang, Huiqiang; Zhang, Quanlu; Han, Zhenhua; Ma, Lingxiao; Yang, Yuqing; Yang, Fan; Zhang, Chengruidong; Qiu, Lili; Yang, Mao; Zhou, Lidong (2023)

SparDA: Accelerating Dynamic Sparse Deep Neural Networks via Sparse-Dense Transformation. - Zheng, Ningxin; Jiang, Huiqiang; Zhang, Quanlu; Han, Zhenhua; Yang, Yuqing; Ma, Lingxiao; Yang, Fan; Qiu, Lili; Yang, Mao; Zhou, Lidong (CoRR, 2023)

ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices. - Tang, Chen; Zhang, Li Lyna; Jiang, Huiqiang; Xu, Jiahang; Cao, Ting; Zhang, Quanlu; Yang, Yuqing; Wang, Zhi; Yang, Mao (CoRR, 2023)

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition. - Ma, Tingting; Wu, Qianhui; Jiang, Huiqiang; Karlsson, Börje F.; Zhao, Tiejun; Lin, Chin-Yew (CoRR, 2023)

Accurate and Structured Pruning for Efficient Automatic Speech Recognition. - Jiang, Huiqiang; Zhang, Li Lyna; Li, Yuang; Wu, Yu; Cao, Shijie; Cao, Ting; Yang, Yuqing; Li, Jinyu; Yang, Mao; Qiu, Lili (CoRR, 2023)

End-to-End Word-Level Pronunciation Assessment with MASK Pre-training. - Liang, Yukang; Song, Kaitao; Mao, Shaoguang; Jiang, Huiqiang; Qiu, Luna; Yang, Yuqing; Li, Dongsheng; Xu, Linli; Qiu, Lili (CoRR, 2023)

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models. - Jiang, Huiqiang; Wu, Qianhui; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (CoRR, 2023)

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression. - Jiang, Huiqiang; Wu, Qianhui; Luo, Xufang; Li, Dongsheng; Lin, Chin-Yew; Yang, Yuqing; Qiu, Lili (CoRR, 2023)

Decomposed Meta-Learning for Few-Shot Named Entity Recognition. - Ma, Tingting; Jiang, Huiqiang; Wu, Qianhui; Zhao, Tiejun; Lin, Chin-Yew (2022)

Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech. - Song, Kaitao; Wan, Teng; Wang, Bixia; Jiang, Huiqiang; Qiu, Luna; Xu, Jiahang; Jiang, Liping; Lou, Qun; Yang, Yuqing; Li, Dongsheng; Wang, Xudong; Qiu, Lili (2022)

Decomposed Meta-Learning for Few-Shot Named Entity Recognition. - Ma, Tingting; Jiang, Huiqiang; Wu, Qianhui; Zhao, Tiejun; Lin, Chin-Yew (CoRR, 2022)

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text. - Wu, Qianhui; Jiang, Huiqiang; Yin, Haonan; Karlsson, Börje F.; Lin, Chin-Yew (CoRR, 2022)

Attentive Mask CLIP. - Yang, Yifan; Huang, Weiquan; Wei, Yixuan; Peng, Houwen; Jiang, Xinyang; Jiang, Huiqiang; Wei, Fangyun; Wang, Yin; Hu, Han; Qiu, Lili; Yang, Yuqing (CoRR, 2022)

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER. - Chen, Weile; Jiang, Huiqiang; Wu, Qianhui; Karlsson, Börje; Guan, Yi (2021)

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER. - Chen, Weile; Jiang, Huiqiang; Wu, Qianhui; Karlsson, Börje F.; Guan, Yi (CoRR, 2021)

BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge. - Jiang, Huiqiang; Wang, Guoxin; Chen, Weile; Zhang, Chengxi; Karlsson, Börje F. (CoRR, 2021)

Conversion Rate Estimation in Online Advertising via Exploring Potential Impact of Creative. - Jiang, Junxiang; Jiang, Huiqiang (2017)