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RAG2LTM

Conversational Agents:
From RAG to LTM

  • Opening

  • Towards Trustworthy Conversational Agents

    • A General Framework for Trustworthy Conversational Agents {Yue}

    • How Do Conversational Agents Reason {Yue}

    • Reduce Hallucinations for Conversational Agents {Yue}

    • Teaching Conversational Agents to Use Externals Tools {Yue}

    • Retrieval-Augmented Generation (RAG) for Conversational Agents {Yue}

  • Inclusive Multimodal Conversational Search Examples

    • Inclusive Information Access {Haiming}

    • Inclusive Symbol-based Conversational Search  {Haiming}

    • DoodleShoper  {Haiming}

  • Long-Term Memory (LTM) for Conversational Agents

    • Why Do We Need LTM {Dell}

    • Approaches to LTM  {Changzhi & Jixiang}

      • Text LTM

      • Graph LTM

      • Parametric LTM

    • Evaluation of LTM {Xiangyu}

    • Looking Forward {Dell}

  • Closing

  • Dell Zhang, Institute of Artificial Intelligence (TeleAI), China Telecom, China

  • Yue Feng, University of Birmingham, UK,

  • Haiming Liu, University of Southampton, UK

  • Changzhi Sun, Institute of Artificial Intelligence (TeleAI), China Telecom, China

  • Jixiang Luo, Institute of Artificial Intelligence (TeleAI), China Telecom, China

  • Xiangyu Chen, Institute of Artificial Intelligence (TeleAI), China Telecom, China

  • Xuelong Li, Institute of Artificial Intelligence (TeleAI), China Telecom, China

Sunday, December 7 2025. [China Standard Time (UTC+8)]  Half-Day (Afternoon)
Wyndham Grand Xi'an South, No. 208 Ci'en East Road, Qujiang New District, Xi'an City, Shaanxi Province, China

@ Function Room 7, Floor G

  • 14:00 - 15:30 First Half

  • 15:30 - 16:00 Coffee Break ☕ 

  • 16:00 - 17:30 Second Half

  • https://dl.acm.org/doi/10.1145/3767695.3769671 

@inproceedings{zhangConversationalAgentsRAG2025,

        author = {Zhang, Dell and Feng, Yue and Liu, Haiming and Sun, Changzhi and Luo, Jixiang and Chen, Xiangyu and Li, Xuelong},

        title = {Conversational Agents: From {RAG} to {LTM}},

        year = {2025},

        isbn = {9798400722189},

        doi = {10.1145/3767695.3769671},

        booktitle = {Proceedings of the 2025 Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in the Asia Pacific Region (SIGIR-AP)},

        pages = {447–452},

        location = {China}

}

  • https://github.com/TeleAI-UAGI/Awesome-Agent-Memory

  • https://github.com/TeleAI-UAGI/telemem