Hierarchical JEPA Meets Predictive Remote Control in Beyond 5G Networks
#5G #6G #JEPA #Machine Learning #Network Latency #Bandwidth Optimization #arXiv
📌 Key Takeaways
- Researchers have introduced a Hierarchical JEPA framework to improve remote control over wireless networks.
- The system addresses the trade-off between transmitting high-dimensional data like video and maintaining control stability.
- Traditional bandwidth limits are managed by predicting state updates rather than sending raw data.
- The technology is specifically designed for 'Beyond 5G' applications like robotics and autonomous systems.
📖 Full Retelling
🏷️ Themes
Wireless Communication, Artificial Intelligence, Network Control
📚 Related People & Topics
Machine learning
Study of algorithms that improve automatically through experience
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions. Within a subdiscipline in machine learning, advances i...
Network delay
Time required for data to traverse a network
Network delay is a design and performance characteristic of a telecommunications network. It specifies the latency for a bit of data to travel across the network from one communication endpoint to another. It is typically measured in multiples or fractions of a second.
🔗 Entity Intersection Graph
Connections for Machine learning:
- 🌐 Large language model (7 shared articles)
- 🌐 Generative artificial intelligence (3 shared articles)
- 🌐 Electroencephalography (3 shared articles)
- 🌐 Natural language processing (2 shared articles)
- 🌐 Artificial intelligence (2 shared articles)
- 🌐 Graph neural network (2 shared articles)
- 🌐 Neural network (2 shared articles)
- 🌐 Computer vision (2 shared articles)
- 🌐 Transformer (1 shared articles)
- 🌐 User interface (1 shared articles)
- 👤 Stuart Russell (1 shared articles)
- 🌐 Ethics of artificial intelligence (1 shared articles)
📄 Original Source Content
arXiv:2602.07000v1 Announce Type: cross Abstract: In wireless networked control systems, ensuring timely and reliable state updates from distributed devices to remote controllers is essential for robust control performance. However, when multiple devices transmit high-dimensional states (e.g., images or video frames) over bandwidth-limited wireless networks, a critical trade-off emerges between communication efficiency and control performance. To address this challenge, we propose a Hierarchica