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cs.AI2025
StarCraft+: Benchmarking Multi-agent Algorithms in Adversary Paradigm
Yadong Li, Tong Zhang, Bo Huang +1
Deep multi-agent reinforcement learning (MARL) algorithms are booming in the field of collaborative intelligence, and StarCraft multi-agent challenge (SMAC) is widely-used as the b…
cs.AI2023
UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge Graphs
Yide Qiu, Shaoxiang Ling, Tong Zhang +2
Irregular data in real-world are usually organized as heterogeneous graphs (HGs) consisting of multiple types of nodes and edges. To explore useful knowledge from real-world data,…