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This work introduces AdaTex4D, an adaptive texture-capacity module for deformation-based 4D Gaussian Splatting, and shows that dynamic, anisotropic texture allocation provides a more efficient way to distribute local appearance capacity in 4D Gaussian representations.
Findings establish recoverability as an outcome-grounded decision variable for selective supervision in OPD and show that retaining teacher-correctable prefixes provides the largest individual contribution.
CARGO-VL is introduced, a group-relative framework that optimizes matched variants covering aligned, image-correct, text-correct, and both-wrong (A/V/T/N) evidence states as one bundle, supporting counterfactual consistency as a practical objective for reliable multimodal evidence arbitration.
VICT (VerifierInstrumented Credit Tracing), a training-time interface that exposes executable or evidence backed atoms and traces them back to actions through dependency-valid proof edges, improves substantially over outcome-only training and achieves strong performance alongside recent fine-grained credit methods.
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