Imagen de Portada

From Layers to States: A State Space Model Perspective to Deep Neural Network Layer Dynamics

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Liu, Qinshuo, Zhao, Weiqin, Huang, Wei, Fang, Yanwen, Yu, Lequan, Li, Guodong
Formato:	Preprint
Publicado:	2025
Materias:	Machine Learning Artificial Intelligence Networking and Internet Architecture
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Feasibility of State Space Models for Network Traffic Generation
por: Chu, Andrew, et al.
Publicado: (2024)

Connectivity Management in Satellite-Aided Vehicular Networks with Multi-Head Attention-Based State Estimation
por: Althamary, Ibrahim, et al.
Publicado: (2025)

AGI Enabled Solutions For IoX Layers Bottlenecks In Cyber-Physical-Social-Thinking Space
por: Khelloufi, Amar, et al.
Publicado: (2025)

NetSSM: Multi-Flow and State-Aware Network Trace Generation using State Space Models
por: Chu, Andrew, et al.
Publicado: (2025)

An Extensible Software Transport Layer for GPU Networking
por: Zhou, Yang, et al.
Publicado: (2025)

NNCTC: Physical Layer Cross-Technology Communication via Neural Networks
por: Wang, Haoyu, et al.
Publicado: (2024)

LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation
por: Xiao, Zhuoran, et al.
Publicado: (2024)

CLF-ULP: Cross-Layer Fusion-Based Link Prediction in Dynamic Multiplex UAV Networks
por: Pu, Cunlai, et al.
Publicado: (2026)

Beyond State Machines: Executing Network Procedures with Agentic Tool-Calling Sequences
por: Garigipati, Purna Sai, et al.
Publicado: (2026)

Multi-Layer Perceptron-Based Relay Node Selection for Next-Generation Intelligent Delay-Tolerant Networks
por: Huang, Zhekun, et al.
Publicado: (2025)

Efficient Cross-View Localization in 6G Space-Air-Ground Integrated Network
por: Hao, Min, et al.
Publicado: (2026)

Relative Phase Equivariant Deep Neural Systems for Physical Layer Communications
por: Gansekoele, Arwin, et al.
Publicado: (2025)

Resource-Efficient Sensor Fusion via System-Wide Dynamic Gated Neural Networks
por: Singhal, Chetna, et al.
Publicado: (2024)

Deep Reinforcement Learning-based Cell DTX/DRX Configuration for Network Energy Saving
por: Mao, Wei, et al.
Publicado: (2025)

Impossible Cloud Network: A Decentralized Internet Infrastructure Layer
por: Chung, Siu Kei, et al.
Publicado: (2025)

On Designing Multi-UAV aided Wireless Powered Dynamic Communication via Hierarchical Deep Reinforcement Learning
por: Zhao, Ze Yu, et al.
Publicado: (2023)

Generative AI for the Optimization of Next-Generation Wireless Networks: Basics, State-of-the-Art, and Open Challenges
por: Khoramnejad, Fahime, et al.
Publicado: (2024)

Cooperative Jamming for Physical Layer Security Enhancement Using Deep Reinforcement Learning
por: Hoseini, Sayed Amir, et al.
Publicado: (2024)

ASL360: AI-Enabled Adaptive Streaming of Layered 360$^\circ$ Video over UAV-assisted Wireless Networks
por: Mohammadhosseini, Alireza, et al.
Publicado: (2025)

Decision-Aware Semantic State Synchronization in Compute-First Networking
por: Qi, Jianpeng, et al.
Publicado: (2026)

A Multi-Layer Blockchain Simulator and Performance Evaluation of Social Internet of Vehicles with Multi-Connectivity Management
por: Sun, Yi-Ting, et al.
Publicado: (2024)

DSNS: The Deep Space Network Simulator
por: Smailes, Joshua, et al.
Publicado: (2025)

Physical-Layer Analysis of LoRa Robustness in the Presence of Narrowband Interference
por: Huang, Jingxiang, et al.
Publicado: (2025)

Joint AoI and Handover Optimization in Space-Air-Ground Integrated Network
por: Lang, Zifan, et al.
Publicado: (2025)

TrimCaching: Parameter-sharing AI Model Caching in Wireless Edge Networks
por: Qu, Guanqiao, et al.
Publicado: (2024)

Enhancing Physical Layer Security in LEO Satellite-Enabled IoT Network Communications
por: Talgat, Anna, et al.
Publicado: (2024)

An Application Layer Multi-Hop Collective Perception Service for Vehicular Adhoc Networks
por: Wolff, Vincent Albert, et al.
Publicado: (2024)

Physical Layer Message Prediction for 5G Radio Access Network Protocols
por: Ebert, Jonathan, et al.
Publicado: (2026)

Agentic Peer-to-Peer Networks: From Content Distribution to Capability and Action Sharing
por: Wang, Taotao, et al.
Publicado: (2026)

Safeguard: Security Controls at the Software Defined Network Layer
por: Lyu, Yi, et al.
Publicado: (2026)

From Simulation to Deep Learning: Survey on Network Performance Modeling Approaches
por: Güemes-Palau, Carlos, et al.
Publicado: (2026)

Large AI Model-Enabled Secure Communications in Low-Altitude Wireless Networks: Concepts, Perspectives and Case Study
por: Zhang, Chuang, et al.
Publicado: (2025)

A Layered Protocol Architecture for the Internet of Agents
por: Fleming, Charles, et al.
Publicado: (2025)

OpticGAI: Generative AI-aided Deep Reinforcement Learning for Optical Networks Optimization
por: Li, Siyuan, et al.
Publicado: (2024)

State-Aware IoT Scheduling Using Deep Q-Networks and Edge-Based Coordination
por: He, Qingyuan, et al.
Publicado: (2025)

Fundamentals of Caching Layered Data objects
por: Bari, Agrim, et al.
Publicado: (2025)

Pinching Antennas Meet AI in Next-Generation Wireless Networks
por: Fang, Fang, et al.
Publicado: (2025)

Neural Quantile Optimization for Edge-Cloud Networking
por: Du, Bin, et al.
Publicado: (2023)

Towards a Wireless Physical-Layer Foundation Model: Challenges and Strategies
por: Fontaine, Jaron, et al.
Publicado: (2024)

SANNet: A Semantic-Aware Agentic AI Networking Framework for Multi-Agent Cross-Layer Coordination
por: Xiao, Yong, et al.
Publicado: (2025)