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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiao-Hu Ge

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Conference Aug 2026

MADRL-Based Multiobjective Joint Task Offloading and Resource Allocation in Heterogeneous IIoT

In Industrial Internet of Things systems, heterogeneous devices generate tasks with diversified quality-of-service (QoS), including latency-sensitive tasks and energy-sensitive tasks. However, most existing task offloading approaches optimize a single performance metric or convert multi-objective problem into weighted...

Xianhui Wang, Zi-Shuo You, Qiang Li et al. · 0 citations
Conference Aug 2026

Understanding the Optimization Dynamics of Large Language Models: A Perspective from Non-Equilibrium Statistical Physics

The training process of modern deep learning models, particularly Large Language Models (LLMs), exhibits complex stochastic behaviors that are difficult to explain using traditional optimization theories. In this paper, we propose a novel perspective by modeling the optimization process of neural networks as a non-equi...

Si-Le Zhang, Yi-Cheng Pan, Xiao-Hu Ge · 0 citations
2026

Movable Antenna Enabled RIS-Aided ISAC Systems With Self-Interference Suppression

In this paper, a movable antenna enabled reconfigurable intelligent surface (RIS)-aided ISAC system is investigated, where the monostatic BS attempts to detect a single target while providing communication services for multiple users by utilizing a RIS. To characterize the inherent performance trade-off between sensing...

Shuai Jin, Qiang Li, Ji-Liang Zhang et al. · 0 citations

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