Diffusion-aided Task-oriented Semantic Communications with Model Inversion Attack

arXiv:2506.19886 · cs.CR, cs.IT, cs.LG, math.IT · Submitted 2025-06-24 · Read on arXiv

cs.CR, cs.IT, cs.LG, math.IT

Submitted: 2025-06-24

Updated: 2026-09-24

Terminology

• Accuracy — 45× in this paper · explained in 1 episode
• Diffusion Model — 10× in this paper · explained in 8 episodes
• Fidelity — 7× in this paper · explained in 2 episodes
• Diffusion Models — 6× in this paper · explained in 6 episodes
• Embeddings — 6× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Adversarial Training — 4× in this paper · explained in 1 episode
• Federated Learning — 3× in this paper · explained in 15 episodes
• Differential Privacy — 2× in this paper · explained in 4 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Accountability — 1× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adversarial Attacks — 1× in this paper · explained in 1 episode
• Adversarial Learning Framework — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Information Asymmetry — 1× in this paper · explained in 2 episodes
• Information-Theoretic Framework — 1× in this paper · explained in 2 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Semantic Information Recovery in Wireless Networks
• A new communication paradigm: from bit accuracy to semantic fidelity
• Generative Semantic Communication: Diffusion Models Beyond Bit Recovery
• Contrastive Learning and Adversarial Disentanglement for Privacy-Aware Task-Oriented Semantic Communication
• Privacy Leakage on DNNs: A Survey of Model Inversion Attacks and Defenses
• Denoising Diffusion Implicit Models

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