…Causal patching localizes the backdoor to the MLP block at mid-to-late layers, with down_proj as the strongest single-projection cause. Replications across scale, family, and rank show the behavioral…
…View arXiv page View PDF Project page GitHub 34 Add to collection Community While Test-Time Scaling (TTS) offers a promising direction to enhance video generation without the surging costs of training…
…We refer to these requirements as semantic commitments and formalize their lifecycle discontinuity as the Conceptual Rift , where commitments may be locally resolved or checked but fail to remain identifiable as the…
…View arXiv page View PDF Project page GitHub 47 Add to collection Community TL;DR: Existing distribution-matching distillation (DMD) methods for streaming video diffusion treat every rollout, frame, and pixel as…
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…View arXiv page View PDF Project page GitHub 61 Add to collection Community Driving world models serve as a pivotal technology for autonomous driving by simulating environmental dynamics. However, existing approaches predominantly…
…View arXiv page View PDF Project page GitHub 6 Add to collection Community Typical video object-centric learning (VOCL) approaches employ slot-based frameworks that rely on reconstruction-driven encoder–decoder architectures…
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…View arXiv page View PDF Project page GitHub 33 Add to collection Community DF3DV-1K, a large-scale real-world dataset for distractor-free novel view synthesis, comprising 1,000+ scenes with…