A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Muhammed Ustaomeroglu; Guannan Qu

2025 ICML ICML 2025

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Reinforcement Learning

Authors

Muhammed Ustaomeroglu, Guannan Qu

Topics

Artificial Intelligence > Core AI > Agent Systems Deep Learning > Architectures > Transformers Reinforcement Learning > Methods > Multi-Agent Systems

Keywords

pairwise interaction self attention hyper attention hyperfeatureattention mutual interaction learner n-way interactions

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