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Jizhan Fang · Xinle Deng · Haoming Xu · Ziyan Jiang · Yuqi Tang · Ziwen Xu · Shumin Deng · Yunzhi Yao · Mengru Wang · Shuofei Qiao · Huajun Chen · Ningyu Zhang
Buqiang Xu · Yijun Chen · Jizhan Fang · Ruobin Zhong · Yunzhi Yao · Yuqi Zhu · Lun Du · Shumin Deng
Long-term conversational agents need memory systems that capture relationships between events, not merely isolated facts, to support temporal reasoning and multi-hop question answering. Current approaches face a fundamental trade-off: flat memory is efficient but fails to model relational structu...