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Guibin Zhang

NetSafe: Exploring the Topological Safety of Multi-agent Networks

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Oct 21, 2024
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GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning

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Oct 17, 2024
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G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

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Oct 15, 2024
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Revisiting and Benchmarking Graph Autoencoders: A Contrastive Learning Perspective

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Oct 14, 2024
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Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

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Oct 03, 2024
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Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia

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Oct 02, 2024
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Beyond Efficiency: Molecular Data Pruning for Enhanced Generalization

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Sep 02, 2024
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The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs

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Jun 18, 2024
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Graph Sparsification via Mixture of Graphs

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May 23, 2024
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All Nodes are created Not Equal: Node-Specific Layer Aggregation and Filtration for GNN

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May 13, 2024
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