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World in World is presented, a training-free inference-time interface that converts heterogeneous control evidence into camera- and time-labelled clean visual states, which are read through the native self attention of a frozen causal video model.
Achieving superior 3D scene reconstruction from a single measurement, this method combines Gaussian Splatting with advanced vision model priors to tackle the complexities of Snapshot Compressive Imaging.
AdaTrans achieves a remarkable 95.51% compilation pass rate, showcasing a new standard in automated code transformation from C to Rust.
Retrieval-based memory is out: schema-constrained generation ensures agents recall contextually relevant information without hallucinating memory keys, leading to substantial performance gains.
Ditch the handcrafted coefficients: DyWeight learns how to dynamically weight gradients in diffusion model sampling, slashing compute while boosting image quality.