LatentWave: JEPA Pretraining for Wireless Foundation Models

arXiv:2606.06373 · eess.SP, cs.AI · Submitted 2026-06-04 · Read on arXiv

eess.SP, cs.AI

Submitted: 2026-06-04

Updated: 2026-10-03

Terminology

• Foundation Model — 3× in this paper · explained in 3 episodes
• Downstream Tasks — 2× in this paper · explained in 2 episodes
• Foundation Models — 2× in this paper · explained in 7 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Joint-Embedding Predictive Architecture — 1× in this paper
• Latent Space — 1× in this paper · explained in 7 episodes

Sources

• Revolutionizing Wireless Networks with Self-Supervised Learning: A Pathway to Intelligent Communications
• Multimodal Wireless Foundation Models
• CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting
• WirelessJEPA: A Multi-Antenna Foundation Model using Spatio-temporal Wireless Latent Predictions
• Structured Latent Dynamics in Wireless CSI via Homomorphic World Models

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