TransmissiveGS disentangles reflective and transmissive components via dual Gaussian representations and residual-guided multi-view separation for transmissive scene reconstruction.
KroQuant applies a learned Kronecker-structured block transform to DiT activations for efficient W4A4 post-training quantization that outperforms SVDQuant and LoRaQ on image quality.
A categorical framework defines causal abstractions as natural transformations between Markov functors, unifying prior notions, yielding graphical consistency conditions, and validating high-level do-calculus on low-level graphs with unobserved confounders.
Affinity Explainer leverages matching-based FSS architectures to extract support-pixel attribution maps outperforming standard attribution methods and enabling model diagnosis.
Thiele rules are polynomial-time computable on voter-interval and linearly consistent domains via integral linear programming, and linearly consistent domains strictly contain voter-candidate interval domains, though tree-based extensions are NP-hard.
LithoBench evaluates large multimodal models on remote-sensing lithology interpretation via expert-annotated multi-level tasks, revealing substantial limitations in geological reasoning.