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Author

Ling-Jin Kong

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Preprint Oct 2026

BitFlat: Error-Localized Bitstream Design for Robust Diffusion Image Compression

Zero-shot diffusion image compression based on reverse channel coding achieves high perceptual quality at low bitrates without retraining, yet its bitstream remains vulnerable to bit flips. Prior work has shown that a joint combinatorial representation can amplify a single bit flip into substitutions of multiple atoms...

Xin-Feng Deng, Li Zhou, Hai-Tao Chen et al. · 0 citations
2026

Label-Free Environment Adaptation for Wireless Receivers via Physics-Informed Constraints

Adapting deep-learning receivers after deployment is challenging because ground-truth channel state and transmitted payload symbols are unavailable, while sparse pilots alone provide insufficient supervision. The orthogonal frequency-division multiplexing waveform, however, embeds physical structure that can provide la...

Le Cheng, Xiao-Ran Liu, Ling-Jin Kong et al. · 0 citations

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