EXPLORING THE IMPACT OF ADDITIVE SHORTCUTS IN NEURAL NETWORKS VIA INFORMATION BOTTLENECK-LIKE DYNAMICS: FROM RESNET TO TRANSFORMER

Exploring the Impact of Additive Shortcuts in Neural Networks via Information Bottleneck-like Dynamics: From ResNet to Transformer

Deep learning has made significant strides, driving advances in areas like computer vision, natural language processing, and autonomous systems.In this paper, we further investigate the implications of the role of additive shortcut connections, focusing Horse Exercise Sheets on models such as ResNet, Vision Transformers (ViTs), and MLP-Mixers, give

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Spatial and Temporal Variation in the Antagonistic and Mutualistic Interactions among Seed Predator Arthropods, Seed-Dispersing Birds, and the Spanish Juniper

Plants interact with both antagonistic and mutualistic animals during 141 reproduction, with the outcomes of these interactions significantly influencing plant reproductive success, population dynamics, and the evolution of plant traits.Here, we investigated the spatial and temporal variations in the interactions between Juniperus thurifera, its se

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Climatic effects on landscape multifunctionality in urban parks: a view for integrating ecological supply and human benefits

The rapid and relentless development of urban areas highlights the importance of landscape multifunctionality.However, there is limited research on the temporal dynamics and climatic effects of urban landscape multifunctionality.This study aimed to address this gap by analyzing the features of multiple landscape functions triggered by seasonal clim

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Global Perspectives on Observing Ocean Boundary Current Systems

Ocean boundary current systems are key components of the climate system, are home to highly productive ecosystems, and have numerous societal impacts.Establishment of a global network of boundary current observing systems is a critical part of ongoing development of the Global Flavorings Ocean Observing System.The characteristics of boundary curren

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