Pengyue Jia

36 papers at tracked venues · 32 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-4712-3676 ↗Homepage ↗

Venues

ACL ×8 AAAI ×6 SIGIR ×6 SIGKDD ×5 WWW ×4 CIKM ×3 NeurIPS ×3 NAACL ×1

Frequent coauthors

Xiangyu Zhao

×34

Xiaopeng Li

×15

Yichao Wang

×15

Maolin Wang

×14

Wanyu Wang

×12

Huifeng Guo

×12

Derong Xu

×10

Yingyi Zhang

×10

Ruiming Tang

×10

Wenlin Zhang

×9

Yejing Wang

×9

Yuhao Wang

×8

Papers

BlossomRec: Block-level Fused Sparse Attention Mechanism for Sequential Recommendations
WWW 2026 ·
Mengyang Ma
,
Xiaopeng Li
,
Wanyu Wang
,
Zhaocheng Du
,
Jingtong Gao
, Pengyue Jia,
Yuyang Ye
,
Yiqi Wang
,
Yunpeng Weng
,
Weihong Luo
,
Xiao Han
,
Xiangyu Zhao
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
Emotion and Intention Guided Multi-Modal Learning for Sticker Response Selection
AAAI 2026 ·
Yuxuan Hu
,
Jian Chen
,
Yuhao Wang
,
Zixuan Li
,
Jing Xiong
, Pengyue Jia,
Wei Wang
,
Chengming Li
,
Xiangyu Zhao
Exploring Recommender System Evaluation: A Multi-Modal LLM Agent Framework for A/B Testing
SIGKDD 2026 ·
Wenlin Zhang
,
Xiangyang Li
,
Qiyuan Ge
,
Kuicai Dong
, Pengyue Jia,
Xiaopeng Li
,
Zijian Zhang
,
Maolin Wang
,
Yichao Wang
,
Huifeng Guo
,
Ruiming Tang
,
Xiangyu Zhao
GeoArena: Evaluating Open-World Geographic Reasoning in Large Vision-Language Models
ACL 2026 · Pengyue Jia,
Yingyi Zhang
,
Xiangyu Zhao
,
Sharon Li
LLM-EDT: Large Language Models Enhanced Cross-domain Sequential Recommendation with Dual-phase Training
SIGIR 2026 ·
Ziwei Liu
,
Qidong Liu
,
Wanyu Wang
,
Yejing Wang
, Pengyue Jia,
Tong Xu
,
Wei Huang
,
Chong Chen
,
Xiangyu Zhao
Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory
ACL 2026 ·
Derong Xu
,
Shuochen Liu
,
Pengfei Luo
, Pengyue Jia,
Yingyi Zhang
,
Yi Wen
,
Yimin Deng
,
Wenlin Zhang
,
Enhong Chen
,
Xiangyu Zhao
,
Tong Xu
Logic Jailbreak: Efficiently Unlocking LLM Safety Restrictions Through Formal Logical Expression
ACL 2026 ·
Jingyu Peng
,
Maolin Wang
,
Nan Wang
,
Jiatong Li
,
Yuchen Li
,
Yuyang Ye
,
Wanyu Wang
, Pengyue Jia,
Kai Zhang
,
Xiangyu Zhao
MTA: A Merge-then-Adapt Framework for Personalized Large Language Models
ACL 2026 ·
Xiaopeng Li
,
Yuanjin Zheng
,
Wanyu Wang
,
Wenlin Zhang
, Pengyue Jia,
Yingyi Zhang
,
Haiying He
,
Mengyang Ma
,
Yiqi Wang
,
Maolin Wang
,
Xuetao Wei
,
Xiangyu Zhao
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
MultiDx: A Multi-Source Knowledge Integration Framework towards Diagnostic Reasoning
ACL 2026 ·
Yimin Deng
,
Zhenxi Lin
,
Yejing Wang
,
Guoshuai Zhao
, Pengyue Jia,
Zichuan Fu
,
Derong Xu
,
Yefeng Zheng
,
Xiangyu Zhao
,
Li Zhu
,
Xian Wu
,
Xueming Qian
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
ProEchoMem: Enhancing Long Video Understanding via Multi-Trace Probe-Echo Memory
SIGIR 2026 ·
Derong Xu
,
Yanxin Chen
,
Wanyu Wang
, Pengyue Jia,
Chao Zhang
,
Maolin Wang
,
Yiqi Wang
,
Jipeng Qiang
,
Xuetao Wei
,
Hongzhi Yin
,
Tong Xu
,
Xiangyu Zhao
Renormalization Group Guided Tensor Network Structure Search
AAAI 2026 ·
Maolin Wang
,
Bowen Yu
,
Sheng Zhang
,
Linjie Mi
,
Wanyu Wang
,
Yiqi Wang
, Pengyue Jia,
Xuetao Wei
,
Zenglin Xu
,
Ruocheng Guo
,
Xiangyu Zhao
RoSA: Enhancing Parameter-Efficient Fine-Tuning via RoPE-aware Selective Adaptation in Large Language Models
AAAI 2026 ·
Dayan Pan
,
Jingyuan Wang
,
Yilong Zhou
,
Jiawei Cheng
, Pengyue Jia,
Xiangyu Zhao
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
AgentIR: 2nd Workshop on Agent-based Information Retrieval
SIGIR 2025 · Pengyue Jia,
Qingpeng Cai
,
Xiangyu Zhao
,
Ling Pan
,
Xin Xin
,
Jin Huang
,
Weinan Zhang
,
Li Zhao
,
Dawei Yin
,
Grace Hui Yang
Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation
ACL 2025 · Pengyue Jia,
Derong Xu
,
Xiaopeng Li
,
Zhaocheng Du
,
Xiangyang Li
,
Yichao Wang
,
Yuhao Wang
,
Qidong Liu
,
Maolin Wang
,
Huifeng Guo
,
Ruiming Tang
,
Xiangyu Zhao
GeoRanker: Distance-Aware Ranking for Worldwide Image Geolocalization
NeurIPS 2025 · Pengyue Jia,
Seongheon Park
,
Song Gao
,
Xiangyu Zhao
,
Sharon Li
Joint Modeling in Deep Recommender Systems
WWW 2025 · Pengyue Jia,
Jingtong Gao
,
Yejing Wang
,
Yuhao Wang
,
Xiaopeng Li
,
Qidong Liu
,
Yichao Wang
,
Bo Chen
,
Huifeng Guo
,
Ruiming Tang
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
Large Language Model Enhanced Recommender Systems: Methods, Applications and Trends
SIGKDD 2025 ·
Qidong Liu
,
Xiangyu Zhao
,
Yuhao Wang
,
Yejing Wang
,
Zijian Zhang
,
Yuqi Sun
,
Xiang Li
,
Maolin Wang
, Pengyue Jia,
Chong Chen
,
Wei Huang
,
Feng Tian
Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation
SIGKDD 2025 ·
Yi Wen
,
Yue Liu
,
Derong Xu
,
Huishi Luo
, Pengyue Jia,
Yiqing Wu
,
Siwei Wang
,
Ke Liang
,
Maolin Wang
,
Yiqi Wang
,
Fuzhen Zhuang
,
Xiangyu Zhao
Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models
SIGIR 2025 ·
Yuhao Wang
,
Junwei Pan
, Pengyue Jia,
Wanyu Wang
,
Maolin Wang
,
Zhixiang Feng
,
Xiaotian Li
,
Jie Jiang
,
Xiangyu Zhao
Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning
NeurIPS 2025 ·
Wenlin Zhang
,
Xiangyang Li
,
Kuicai Dong
,
Yichao Wang
, Pengyue Jia,
Xiaopeng Li
,
Yingyi Zhang
,
Derong Xu
,
Zhaocheng Du
,
Huifeng Guo
,
Ruiming Tang
,
Xiangyu Zhao
Prompt Tuning as User Inherent Profile Inference Machine
CIKM 2025 ·
Yusheng Lu
,
Zhaocheng Du
,
Xiangyang Li
, Pengyue Jia,
Yejing Wang
,
Weiwen Liu
,
Yichao Wang
,
Huifeng Guo
,
Ruiming Tang
,
Zhenhua Dong
,
Yongrui Duan
,
Xiangyu Zhao
SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems
CIKM 2025 · Pengyue Jia,
Zhaocheng Du
,
Yichao Wang
,
Xiangyu Zhao
,
Xiaopeng Li
,
Yuhao Wang
,
Qidong Liu
,
Huifeng Guo
,
Ruiming Tang
SIGMA: Selective Gated Mamba for Sequential Recommendation
AAAI 2025 ·
Ziwei Liu
,
Qidong Liu
,
Yejing Wang
,
Wanyu Wang
, Pengyue Jia,
Maolin Wang
,
Zitao Liu
,
Yi Chang
,
Xiangyu Zhao
Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark
CIKM 2025 ·
Xiaopeng Li
,
Jingtong Gao
, Pengyue Jia,
Xiangyu Zhao
,
Yichao Wang
,
Wanyu Wang
,
Yejing Wang
,
Yuhao Wang
,
Huifeng Guo
,
Ruiming Tang
Stepwise Reasoning Disruption Attack of LLMs
ACL 2025 ·
Jingyu Peng
,
Maolin Wang
,
Xiangyu Zhao
,
Kai Zhang
,
Wanyu Wang
, Pengyue Jia,
Qidong Liu
,
Ruocheng Guo
,
Qi Liu
Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era
WWW 2025 ·
Zijian Zhang
,
Hao Miao
,
Yuxuan Liang
,
Yan Zhao
,
Xiao Han
, Pengyue Jia,
Bin Yang
,
Christian S. Jensen
D3: A Methodological Exploration of Domain Division, Modeling, and Balance in Multi-Domain Recommendations
AAAI 2024 · Pengyue Jia,
Yichao Wang
,
Shanru Lin
,
Xiaopeng Li
,
Xiangyu Zhao
,
Huifeng Guo
,
Ruiming Tang
ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems
SIGKDD 2024 · Pengyue Jia,
Yejing Wang
,
Zhaocheng Du
,
Xiangyu Zhao
,
Yichao Wang
,
Bo Chen
,
Wanyu Wang
,
Huifeng Guo
,
Ruiming Tang
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models
NeurIPS 2024 · Pengyue Jia,
Yiding Liu
,
Xiaopeng Li
,
Xiangyu Zhao
,
Yuhao Wang
,
Yantong Du
,
Xiao Han
,
Xuetao Wei
,
Shuaiqiang Wang
,
Dawei Yin
MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion
NAACL 2024 · Pengyue Jia,
Yiding Liu
,
Xiangyu Zhao
,
Xiaopeng Li
,
Changying Hao
,
Shuaiqiang Wang
,
Dawei Yin