TwinViT-DeepJSCC: Adversarially Robust Semantic Image Communication

arXiv:2610.08590 · cs.CR, eess.SP · Submitted 2026-10-06 · Read on arXiv

cs.CR, eess.SP

Submitted: 2026-10-06

Updated: 2026-10-06

Terminology

• Robustness — 20× in this paper · explained in 5 episodes
• Accuracy — 18× in this paper · explained in 1 episode
• Transformer — 11× in this paper · explained in 2 episodes
• Ablation — 9× in this paper · explained in 1 episode
• Adaptation — 8× in this paper · explained in 1 episode
• Adversarial Attacks — 6× in this paper · explained in 1 episode
• Adversarial Training — 6× in this paper · explained in 1 episode
• Calibration — 6× in this paper · explained in 7 episodes
• Diffusion Model — 6× in this paper · explained in 8 episodes
• Latent Representation — 6× in this paper · explained in 2 episodes
• Redundancy — 6× in this paper · explained in 2 episodes
• Fidelity — 5× in this paper · explained in 2 episodes
• Latent Representations — 5× in this paper · explained in 3 episodes
• Adversarial Robustness — 4× in this paper · explained in 3 episodes
• Diffusion Models — 4× in this paper · explained in 6 episodes
• Representation Learning — 4× in this paper · explained in 2 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• Mixture of Experts — 2× in this paper · explained in 2 episodes
• Mixture of Experts-Based Semantic Communication — 2× in this paper
• Online Adaptation — 2× in this paper · explained in 3 episodes
• Vision Transformer (ViT) — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Adversarial Defense — 1× in this paper · explained in 1 episode
• Adversarial Examples — 1× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Graceful Degradation — 1× in this paper · explained in 2 episodes
• Inverse Problem — 1× in this paper · explained in 2 episodes
• Late Fusion — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• Unanticipated Adversarial Robustness of Semantic Communication
• Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications

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