Peiyu Liu

20 papers A* 1B 1Journal 11Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
ForesightKV: Optimizing KV Cache Eviction for Reasoning Models by Learning Long-Term Contribution.
CoRR
Zican Dong, Peiyu Liu, Junyi Li, Zhipeng Chen, Han Peng, Shuo Wang, Wayne Xin Zhao
2025 J jnl
Domain-Specific Pruning of Large Mixture-of-Experts Models with Few-shot Demonstrations.
CoRR
Zican Dong, Han Peng, Peiyu Liu, Wayne Xin Zhao, Dong Wu, Feng Xiao, Zhifeng Wang
2025 J jnl
How Efficient Are Diffusion Language Models? A Critical Examination of Efficiency Evaluation Practices.
CoRR
Han Peng, Peiyu Liu, Zican Dong, Daixuan Cheng, Junyi Li, Yiru Tang, Shuo Wang, Wayne Xin Zhao
2024 — conf
Compression Image Dataset Based on Multiple Matrix Product States.
FICC (2)
Ze-Feng Gao, Peiyu Liu, Wayne Xin Zhao, Zhi-Yuan Xie, Ji-Rong Wen, Zhong-Yi Lu
2024 — conf
Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study.
LREC/COLING
Peiyu Liu, Zikang Liu, Ze-Feng Gao, Dawei Gao, Wayne Xin Zhao, Yaliang Li, Bolin Ding, Ji-Rong Wen
2024 — conf
Enhancing Parameter-efficient Fine-tuning with Simple Calibration Based on Stable Rank.
LREC/COLING
Peiyu Liu, Ze-Feng Gao, Xiao Zhang, Wayne Xin Zhao, Ji-Rong Wen
2024 — conf
Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression.
ACL (1)
Peiyu Liu, Ze-Feng Gao, Xin Zhao, Yipeng Ma, Tao Wang, Ji-Rong Wen
2024 J jnl
Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression.
CoRR
Peiyu Liu, Ze-Feng Gao, Wayne Xin Zhao, Yipeng Ma, Tao Wang, Ji-Rong Wen
2023 J jnl
A Survey of Large Language Models.
CoRR
Wayne Xin Zhao, Kun Zhou, Junyi Li, Tianyi Tang, Xiaolei Wang, Yupeng Hou, Yingqian Min, Beichen Zhang, Junjie Zhang, Zican Dong, Yifan Du, Chen Yang, Yushuo Chen, Zhipeng Chen, Jinhao Jiang, Ruiyang Ren, Yifan Li, Xinyu Tang, Zikang Liu, Peiyu Liu, Jian-Yun Nie, Ji-Rong Wen
2023 J jnl
Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study.
CoRR
Peiyu Liu, Zikang Liu, Ze-Feng Gao, Dawei Gao, Wayne Xin Zhao, Yaliang Li, Bolin Ding, Ji-Rong Wen
2023 — conf
Enhancing Scalability of Pre-trained Language Models via Efficient Parameter Sharing.
EMNLP (Findings)
Peiyu Liu, Ze-Feng Gao, Yushuo Chen, Xin Zhao, Ji-Rong Wen
2023 J jnl
Scaling Pre-trained Language Models to Deeper via Parameter-efficient Architecture.
CoRR
Peiyu Liu, Ze-Feng Gao, Yushuo Chen, Wayne Xin Zhao, Ji-Rong Wen
2023 — conf
Small Pre-trained Language Models Can be Fine-tuned as Large Models via Over-Parameterization.
ACL (1)
Ze-Feng Gao, Kun Zhou, Peiyu Liu, Wayne Xin Zhao, Ji-Rong Wen
2023 J jnl
TikTalk: A Multi-Modal Dialogue Dataset for Real-World Chitchat.
CoRR
Hongpeng Lin, Ludan Ruan, Wenke Xia, Peiyu Liu, Jingyuan Wen, Yixin Xu, Di Hu, Ruihua Song, Wayne Xin Zhao, Qin Jin, Zhiwu Lu
2023 A* conf
TikTalk: A Video-Based Dialogue Dataset for Multi-Modal Chitchat in Real World.
ACM Multimedia
Hongpeng Lin, Ludan Ruan, Wenke Xia, Peiyu Liu, Jingyuan Wen, Yixin Xu, Di Hu, Ruihua Song, Wayne Xin Zhao, Qin Jin, Zhiwu Lu
2022 B conf
Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models.
COLING
Ze-Feng Gao, Peiyu Liu, Wayne Xin Zhao, Zhong-Yi Lu, Ji-Rong Wen
2022 J jnl
Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models.
CoRR
Ze-Feng Gao, Peiyu Liu, Wayne Xin Zhao, Zhong-Yi Lu, Ji-Rong Wen
2021 — conf
Enabling Lightweight Fine-tuning for Pre-trained Language Model Compression based on Matrix Product Operators.
ACL/IJCNLP (1)
Peiyu Liu, Ze-Feng Gao, Wayne Xin Zhao, Zhi-Yuan Xie, Zhong-Yi Lu, Ji-Rong Wen
2021 J jnl
Enabling Lightweight Fine-tuning for Pre-trained Language Model Compression based on Matrix Product Operators.
CoRR
Peiyu Liu, Ze-Feng Gao, Wayne Xin Zhao, Zhi-Yuan Xie, Zhong-Yi Lu, Ji-Rong Wen
2021 J jnl
WenLan: Bridging Vision and Language by Large-Scale Multi-Modal Pre-Training.
CoRR
Yuqi Huo, Manli Zhang, Guangzhen Liu, Haoyu Lu, Yizhao Gao, Guoxing Yang, Jingyuan Wen, Heng Zhang, Baogui Xu, Weihao Zheng, Zongzheng Xi, Yueqian Yang, Anwen Hu, Jinming Zhao, Ruichen Li, Yida Zhao, Liang Zhang, Yuqing Song, Xin Hong, Wanqing Cui, Dan Yang Hou, Yingyan Li, Junyi Li, Peiyu Liu, Zheng Gong, Chuhao Jin, Yuchong Sun, Shizhe Chen, Zhiwu Lu, Zhicheng Dou, Qin Jin, Yanyan Lan, Wayne Xin Zhao, Ruihua Song, Ji-Rong Wen