61 citations · 83 across the 16 of their papers we have counts for
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cs.LG2022
An Analysis of Attention via the Lens of Exchangeability and Latent Variable Models
Yufeng Zhang, Boyi Liu, Qi Cai +2
With the attention mechanism, transformers achieve significant empirical successes. Despite the intuitive understanding that transformers perform relational inference over long seq…
cs.LG2022★ 1 cited
Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL
Fengzhuo Zhang, Boyi Liu, Kaixin Wang +3
The cooperative Multi-A gent R einforcement Learning (MARL) with permutation invariant agents framework has achieved tremendous empirical successes in real-world applications. Unfo…
cs.GT2022★ 3 cited
Differentiable Bilevel Programming for Stackelberg Congestion Games
Jiayang Li, Jing Yu, Qianni Wang +3
In a Stackelberg congestion game (SCG), a leader aims to maximize their own gain by anticipating and manipulating the equilibrium state at which the followers settle by playing a c…