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DiffAero is a GPU-accelerated, fully differentiable simulation framework for quadrotor control policy learning that supports environment- and agent-level parallelism, multiple dynamics models, and customizable sensors. It enables robust flight policy learning in hours on consumer-grade hardware and is released as open-source.