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Achieving an order-of-magnitude improvement in force direction prediction, CliffordSTF redefines the capabilities of interatomic potentials.
Segmentation can be achieved directly from 4D Gaussian representations without the need for costly external masks, revealing that intrinsic scene cues hold significant object structure information.
Unsupervised learning of physical dynamics from video gets a much-needed dose of reality with IRIS, a benchmark dataset of 220 real-world videos, complete with ground truth and a standardized evaluation protocol.
Don't chase higher accuracy in scientific reasoning tasks; strategically abstaining when evidence is weak yields far greater reliability gains.
