Interpretable Relational Inference with LLM-Guided Symbolic Dynamics Modeling
Xiaoxiao Liang · Juyuan Zhang · Liming Pan · Linyuan Lü
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Xiaoxiao Liang · Juyuan Zhang · Liming Pan · Linyuan Lü
Rui Sun · Jie Ding · Chenghua Gong · Tianjun Gu · Yihang Jiang · Juyuan Zhang · Liming Pan · Linyuan Lü
Optimizing communication topology in LLM–based multi-agent system is critical for enabling collective intelligence. Existing methods mainly rely on spatio-temporal interaction paradigms, where the sequential execution of multi-round dialogues incurs high latency and computation. Motivated by the...
Ning Chen · Mingyu Kang · Jie Li · Linyuan Lü
Evaluating semantic drift is essential for understanding dynamical discourse evolution and opinion formation in online discussions. However, sparse and uneven distributions of event-specific keywords prevent traditional models from capturing post-level semantic drift. Thus, to address this issue,...