Abstract: Current semantic communication methods encode all features uniformly, however, downstream models are far more sensitive to distortions in high-frequency semantic features than in ...

output_data, output_ui, has_subgraph, has_pending_tasks = await get_output_data(prompt_id, unique_id, obj, input_data_all, execution_block_cb=execution_block_cb, pre ...

Abstract: Quantum computers, leveraging superposition and entanglement, offer significant qubit efficiency for data processing compared to classical systems. However, encoding classical data into ...

The new Z-Image model runs on 6GB VRAM—hardware Flux2 can't even touch. Z-Image already has 200+ community resources and over a thousand positive reviews versus Flux2's 157 reviews. It is ranked as ...