Abstract: Conventional semantic communication systems require training task-specific semantic encoders on each user device and corresponding decoders on the server for every client, resulting in ...

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Flux by Black Forest Labs — we use their pretrained diffusion model and autoencoder. JointDiT by Microsoft Research Asia — we adopt and extend their RGBD autoencoder infrastructure. This code was ...

Abstract: Reconstructing prompts in text generation systems is a significant challenge in natural language processing (NLP). This study presents a novel Siamese encoder-decoder framework augmented ...