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Cardiff University
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GPU floating-point non-determinism alone is enough to flip the sign of backpropagated gradients in differentiable physics engines, silently corrupting long-horizon robot optimization.
Crowd4D redefines monocular crowd reconstruction by integrating scene geometry and human dynamics, leading to unprecedented accuracy in complex environments.
