Pengyue Jia

Venues

Frequent coauthors

Papers

1. BlossomRec: Block-level Fused Sparse Attention Mechanism for Sequential Recommendations
   WWW 2026 ·

   Mengyang Ma

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2. Bridging Personalization and AI: From RAG to Agent
   SIGIR 2026 · Pengyue Jia
3. Emotion and Intention Guided Multi-Modal Learning for Sticker Response Selection
   AAAI 2026 ·

   Yuxuan Hu

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4. Exploring Recommender System Evaluation: A Multi-Modal LLM Agent Framework for A/B Testing
   SIGKDD 2026 ·

   Wenlin Zhang

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5. GeoArena: Evaluating Open-World Geographic Reasoning in Large Vision-Language Models
   ACL 2026 · Pengyue Jia
6. LLM-EDT: Large Language Models Enhanced Cross-domain Sequential Recommendation with Dual-phase Training
   SIGIR 2026 ·

   Ziwei Liu

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7. Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory
   ACL 2026 ·

   Derong Xu

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8. Logic Jailbreak: Efficiently Unlocking LLM Safety Restrictions Through Formal Logical Expression
   ACL 2026 ·

   Jingyu Peng

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9. MTA: A Merge-then-Adapt Framework for Personalized Large Language Models
   ACL 2026 ·

   Xiaopeng Li

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10. MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search
    ACL 2026 ·

    Sheng Zhang

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11. MultiDx: A Multi-Source Knowledge Integration Framework towards Diagnostic Reasoning
    ACL 2026 ·

    Yimin Deng

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12. Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval
    AAAI 2026 ·

    Yingyi Zhang

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13. Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery
    SIGIR 2026 ·

    Xiaopeng Li

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14. ProEchoMem: Enhancing Long Video Understanding via Multi-Trace Probe-Echo Memory
    SIGIR 2026 ·

    Derong Xu

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15. Renormalization Group Guided Tensor Network Structure Search
    AAAI 2026 ·

    Maolin Wang

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16. RoSA: Enhancing Parameter-Efficient Fine-Tuning via RoPE-aware Selective Adaptation in Large Language Models
    AAAI 2026 ·

    Dayan Pan

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17. To Search or Not to Search: Aligning the Decision Boundary of Deep Search Agents via Causal Intervention
    WWW 2026 ·

    Wenlin Zhang

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18. AgentIR: 2nd Workshop on Agent-based Information Retrieval
    SIGIR 2025 · Pengyue Jia
19. Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation
    ACL 2025 · Pengyue Jia
20. GeoRanker: Distance-Aware Ranking for Worldwide Image Geolocalization
    NeurIPS 2025 · Pengyue Jia
21. Joint Modeling in Deep Recommender Systems
    WWW 2025 · Pengyue Jia
22. LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device Collaboration
    SIGKDD 2025 ·

    Yingyi Zhang

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23. Large Language Model Enhanced Recommender Systems: Methods, Applications and Trends
    SIGKDD 2025 ·

    Qidong Liu

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24. Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation
    SIGKDD 2025 ·

    Yi Wen

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25. Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models
    SIGIR 2025 ·

    Yuhao Wang

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26. Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning
    NeurIPS 2025 ·

    Wenlin Zhang

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27. Prompt Tuning as User Inherent Profile Inference Machine
    CIKM 2025 ·

    Yusheng Lu

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28. SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems
    CIKM 2025 · Pengyue Jia
29. SIGMA: Selective Gated Mamba for Sequential Recommendation
    AAAI 2025 ·

    Ziwei Liu

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30. Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark
    CIKM 2025 ·

    Xiaopeng Li

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31. Stepwise Reasoning Disruption Attack of LLMs
    ACL 2025 ·

    Jingyu Peng

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32. Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era
    WWW 2025 ·

    Zijian Zhang

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33. D3: A Methodological Exploration of Domain Division, Modeling, and Balance in Multi-Domain Recommendations
    AAAI 2024 · Pengyue Jia
34. ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems
    SIGKDD 2024 · Pengyue Jia
35. G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models
    NeurIPS 2024 · Pengyue Jia
36. MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion
    NAACL 2024 · Pengyue Jia