DPPE decouples rotation and translation in camera positional encoding to fix training stagnation when scaling multi-view transformers and improves extrapolation.
PULSAR-Net reconstructs LiDAR point clouds during jamming by identifying authentic signals in full-waveform data, achieving 92% and 73% real-world vehicle recovery in static and driving scenarios.