Yong Liu

Huawei Noah's Ark Lab, Singapore

40 papers at tracked venues · 34 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-9031-9696 ↗Google Scholar ↗Homepage ↗

Venues

WWW ×9 SIGIR ×6 SIGKDD ×6 AAAI ×4 ACL ×3 NeurIPS ×3 EMNLP ×2 ICML ×2 WSDM ×2 CIKM ×1 ICLR ×1 IJCAI ×1

Frequent coauthors

Wei Guo

×17

Enhong Chen

×14

Hao Wang

×13

Defu Lian

×12

Huifeng Guo

×10

Ruiming Tang

×9

Yichao Wang

×7

Xiangyu Zhao

×7

Kuicai Dong

×7

Pengyue Jia

×6

Yingyi Zhang

×6

Wenlin Zhang

×5

Papers

Accelerating Generative Recommendation via Simple Categorical User Sequence Compression
WSDM 2026 ·
Qijiong Liu
,
Lu Fan
,
Zhongzhou Liu
,
Xiaoyu Dong
,
Yuankai Luo
,
Guoyuan An
,
Nuo Chen
,
Wei Guo
, Yong Liu,
Xiao-Ming Wu
Bridging Personalization and AI: From RAG to Agent
SIGIR 2026 ·
Pengyue Jia
,
Xiaopeng Li
,
Derong Xu
,
Yi Wen
,
Yingyi Zhang
,
Wenlin Zhang
,
Wanyu Wang
,
Yichao Wang
, Yong Liu,
Xiangyu Zhao
Doc-Researcher: A Unified System for Multimodal Document Parsing and Deep Research
WWW 2026 ·
Kuicai Dong
,
Shurui Huang
,
Fangda Ye
,
Wei Han
,
Zhi Zhang
,
Dexun Li
,
Wenjun Li
,
Qu Yang
,
Gang Wang
,
Yichao Wang
,
Chen Zhang
, Yong Liu
Don't Start Over: A Cost-Effective Framework for Migrating Personalized Prompts Between LLMs
AAAI 2026 ·
Ziyi Zhao
,
Chongming Gao
,
Yang Zhang
,
Haoyan Liu
,
Weinan Gan
,
Huifeng Guo
, Yong Liu,
Fuli Feng
FollowTable: A Benchmark for Instruction-Following Table Retrieval
SIGIR 2026 ·
Rihui Jin
,
Yuchen Lu
,
Ting Zhang
,
Jun Wang
,
Kuicai Dong
,
Zhaocheng Du
,
Dongping Liu
,
Gang Wang
, Yong Liu,
Guilin Qi
FuXi-γ: Efficient Sequential Recommendation with Exponential-Power Temporal Encoder and Diagonal-Sparse Positional Mechanism
SIGKDD 2026 ·
Dezhi Yi
,
Wei Guo
,
Wenyang Cui
,
Wenxuan He
,
Huifeng Guo
, Yong Liu,
Zhenhua Dong
,
Ye Lu
Full Retraining, Incremental Fine-tuning, and Hybrid Serving: Model Updating and Serving for Industrial Generative Recommender Systems
SIGIR 2026 ·
Lu Fan
,
Qijiong Liu
,
Zhongzhou Liu
,
Guoyuan An
,
Wei Guo
, Yong Liu,
Xiao-Ming Wu
Generative Data Transformation: From Mixed to Unified Data
WWW 2026 ·
Jiaqing Zhang
,
Mingjia Yin
,
Hao Wang
,
Yuxin Tian
,
Yuyang Ye
,
Yawen Li
,
Wei Guo
, Yong Liu,
Enhong Chen
MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search
ACL 2026 ·
Sheng Zhang
,
Junyi Li
,
Yingyi Zhang
,
Pengyue Jia
,
Yichao Wang
,
Xiaowei Qian
,
Wenlin Zhang
,
Maolin Wang
, Yong Liu,
Xiangyu Zhao
Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval
AAAI 2026 ·
Yingyi Zhang
,
Pengyue Jia
,
Derong Xu
,
Yi Wen
,
Xianneng Li
,
Yichao Wang
,
Wenlin Zhang
,
Xiaopeng Li
,
Weinan Gan
,
Huifeng Guo
, Yong Liu,
Xiangyu Zhao
Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery
SIGIR 2026 ·
Xiaopeng Li
,
Wenlin Zhang
,
Yingyi Zhang
,
Pengyue Jia
,
Yejing Wang
,
Yichao Wang
, Yong Liu,
Huifeng Guo
,
Xiangyu Zhao
Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent
SIGKDD 2026 ·
Haocheng Yu
,
Yaxiong Wu
,
Hao Wang
,
Wei Guo
, Yong Liu,
Yawen Li
,
Yuyang Ye
,
Junping Du
,
Enhong Chen
To Search or Not to Search: Aligning the Decision Boundary of Deep Search Agents via Causal Intervention
WWW 2026 ·
Wenlin Zhang
,
Kuicai Dong
,
Junyi Li
,
Yingyi Zhang
,
Xiaopeng Li
,
Pengyue Jia
,
Yi Wen
,
Derong Xu
,
Maolin Wang
,
Yichao Wang
, Yong Liu,
Xiangyu Zhao
Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger
ACL 2025 ·
Wenjun Li
,
Dexun Li
,
Kuicai Dong
,
Cong Zhang
,
Hao Zhang
,
Weiwen Liu
,
Yasheng Wang
,
Ruiming Tang
, Yong Liu
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering
NeurIPS 2025 ·
Kuicai Dong
,
Yujing Chang
,
Shijie Huang
,
Yasheng Wang
,
Ruiming Tang
, Yong Liu
Breaking the Bottleneck: User-Specific Optimization and Real-Time Inference Integration for Sequential Recommendation
SIGKDD 2025 ·
Wenjia Xie
,
Hao Wang
,
Minghao Fang
,
Ruize Yu
,
Wei Guo
, Yong Liu,
Defu Lian
,
Enhong Chen
DLF: Enhancing Explicit-Implicit Interaction via Dynamic Low-Order-Aware Fusion for CTR Prediction
SIGIR 2025 ·
Kefan Wang
,
Hao Wang
,
Wei Guo
, Yong Liu,
Jianghao Lin
,
Defu Lian
,
Enhong Chen
FuXi-α: Scaling Recommendation Model with Feature Interaction Enhanced Transformer
WWW 2025 ·
Yufei Ye
,
Wei Guo
,
Jin Yao Chin
,
Hao Wang
,
Hong Zhu
,
Xi Lin
,
Yuyang Ye
, Yong Liu,
Ruiming Tang
,
Defu Lian
,
Enhong Chen
Generative Large Recommendation Models: Emerging Trends in LLMs for Recommendation
WWW 2025 ·
Hao Wang
,
Wei Guo
,
Luankang Zhang
,
Jin Yao Chin
,
Yufei Ye
,
Huifeng Guo
, Yong Liu,
Defu Lian
,
Ruiming Tang
,
Enhong Chen
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model
SIGIR 2025 ·
Luankang Zhang
,
Kenan Song
,
Yi Quan Lee
,
Wei Guo
,
Hao Wang
,
Yawen Li
,
Huifeng Guo
, Yong Liu,
Defu Lian
,
Enhong Chen
LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device Collaboration
SIGKDD 2025 ·
Yingyi Zhang
,
Pengyue Jia
,
Xianneng Li
,
Derong Xu
,
Maolin Wang
,
Yichao Wang
,
Zhaocheng Du
,
Huifeng Guo
, Yong Liu,
Ruiming Tang
,
Xiangyu Zhao
MERIT: Maximum-normalized Element-wise Ratio for Language Model Large-batch Training
ICML 2025 ·
Yang Luo
,
Zangwei Zheng
,
Ziheng Qin
,
Zirui Zhu
, Yong Liu,
Yang You
MIT: A Multi-Tower Information Transfer Framework Based on Hierarchical Task Relationship Modeling
WWW 2025 ·
Rui Zhou
,
Hao Wang
,
Wei Guo
,
Qinglin Jia
,
Wenjia Xie
,
Xiang Xu
, Yong Liu,
Defu Lian
,
Enhong Chen
MMDocIR: Benchmarking Multimodal Retrieval for Long Documents
EMNLP 2025 ·
Kuicai Dong
,
Yujing Chang
,
Derrick-Goh-Xin Deik
,
Dexun Li
,
Ruiming Tang
, Yong Liu
Multi-granularity Interest Retrieval and Refinement Network for Long-Term User Behavior Modeling in CTR Prediction
SIGKDD 2025 ·
Xiang Xu
,
Hao Wang
,
Wei Guo
,
Luankang Zhang
,
Wanshan Yang
,
Runlong Yu
, Yong Liu,
Defu Lian
,
Enhong Chen
P-Law: Predicting Quantitative Scaling Law with Entropy Guidance in Large Recommendation Models
NeurIPS 2025 ·
Tingjia Shen
,
Hao Wang
,
Chuhan Wu
,
Jin Yao Chin
,
Wei Guo
, Yong Liu,
Huifeng Guo
,
Defu Lian
,
Ruiming Tang
,
Enhong Chen
RAPID: Efficient Retrieval-Augmented Long Text Generation with Writing Planning and Information Discovery
ACL 2025 ·
Hongchao Gu
,
Dexun Li
,
Kuicai Dong
,
Hao Zhang
,
Hang Lv
,
Hao Wang
,
Defu Lian
, Yong Liu,
Enhong Chen
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot
EMNLP 2025 ·
Xiang Cheng
,
Chengyan Pan
,
Minjun Zhao
,
Deyang Li
,
Fangchao Liu
,
Xinyu Zhang
,
Xiao Zhang
, Yong Liu
SeedLoRA: A Fusion Approach to Efficient LLM Fine-Tuning
ICML 2025 · Yong Liu,
Di Fu
,
Shenggan Cheng
,
Zirui Zhu
,
Yang Luo
,
Minhao Cheng
,
Cho-Jui Hsieh
,
Yang You
Sparse MeZO: Less Parameters for Better Performance in Zeroth-Order LLM Fine-Tuning
NeurIPS 2025 · Yong Liu,
Zirui Zhu
,
Chaoyu Gong
,
Minhao Cheng
,
Cho-Jui Hsieh
,
Yang You
Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology
AAAI 2025 ·
Xiaolin Hu
,
Zixuan Gong
,
Gengze Xu
,
Wei Liu
,
Jian Luan
,
Bin Wang
, Yong Liu
Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization
IJCAI 2025 ·
Xinhao Yao
,
Hongjin Qian
,
Xiaolin Hu
,
Gengze Xu
,
Wei Liu
,
Jian Luan
,
Bin Wang
, Yong Liu
ToolACE: Winning the Points of LLM Function Calling
ICLR 2025 ·
Weiwen Liu
,
Xu Huang
,
Xingshan Zeng
,
Xinlong Hao
,
Shuai Yu
,
Dexun Li
,
Shuai Wang
,
Weinan Gan
,
Zhengying Liu
,
Yuanqing Yu
,
Zezhong Wang
,
Yuxian Wang
,
Wu Ning
,
Yutai Hou
,
Bin Wang
,
Chuhan Wu
,
Xinzhi Wang
, Yong Liu,
Yasheng Wang
,
Duyu Tang
,
Dandan Tu
,
Lifeng Shang
,
Xin Jiang
,
Ruiming Tang
,
Defu Lian
,
Qun Liu
,
Enhong Chen
Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning
AAAI 2024 ·
Yanqi Ge
,
Qiang Nie
,
Ye Huang
, Yong Liu,
Chengjie Wang
,
Feng Zheng
,
Wen Li
,
Lixin Duan
Dataset Regeneration for Sequential Recommendation
SIGKDD 2024 ·
Mingjia Yin
,
Hao Wang
,
Wei Guo
, Yong Liu,
Suojuan Zhang
,
Sirui Zhao
,
Defu Lian
,
Enhong Chen
Efficient Noise-Decoupling for Multi-Behavior Sequential Recommendation
WWW 2024 ·
Yongqiang Han
,
Hao Wang
,
Kefan Wang
,
Likang Wu
,
Zhi Li
,
Wei Guo
, Yong Liu,
Defu Lian
,
Enhong Chen
Enhancing Click-through Rate Prediction in Recommendation Domain with Search Query Representation
CIKM 2024 ·
Yuening Wang
,
Man Chen
,
Yaochen Hu
,
Wei Guo
,
Yingxue Zhang
,
Huifeng Guo
, Yong Liu,
Mark Coates
Helen: Optimizing CTR Prediction Models with Frequency-wise Hessian Eigenvalue Regularization
WWW 2024 ·
Zirui Zhu
, Yong Liu,
Zangwei Zheng
,
Huifeng Guo
,
Yang You
The 2nd Workshop on Recommendation with Generative Models
WWW 2024 ·
Wenjie Wang
,
Yang Zhang
,
Xinyu Lin
,
Fuli Feng
,
Weiwen Liu
, Yong Liu,
Xiangyu Zhao
,
Wayne Xin Zhao
,
Yang Song
,
Xiangnan He
User Behavior Enriched Temporal Knowledge Graphs for Sequential Recommendation
WSDM 2024 ·
Hengchang Hu
,
Wei Guo
,
Xu Liu
, Yong Liu,
Ruiming Tang
,
Rui Zhang
,
Min-Yen Kan