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HumanoidVLN reveals that navigation success in humanoid robots is significantly influenced by physical embodiment, achieving a 43.55% success rate with state-of-the-art models.
Unified Agent outperforms existing multi-agent systems by effectively maintaining a compact state across devices and time, revolutionizing user-agent interactions.
Achieving 90% of oracle performance in bimanual tool use, DexFuture operates 250 times faster than conventional planning methods.
Achieve state-of-the-art image restoration by routing inputs through a dynamically-selected mixture of experts, guided by a spherical embedding of degradation type.
By encoding physical priors into a graph transformer, PhysGraph achieves superior bimanual manipulation with half the parameters and zero-shot generalization to new tools, suggesting learned physics can be replaced with structured inductive biases.
Achieve high diversity in text-to-video generation without sacrificing temporal consistency by operating in latent space, sidestepping the usual backpropagation bottlenecks.
Deeper frequency modulation via multi-level wavelet transforms slashes Gaussian primitive counts in 3D Gaussian Splatting without sacrificing rendering quality.
