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Concordia University
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LLMs generating code can be coaxed into propagating harmful content from prompts, but a structured safety audit during inference can dramatically improve the balance between code utility and safety.
Music-grounded video editing can now produce significantly more coherent timelines thanks to a novel global-local coordination mechanism that resolves cross-segment conflicts.
Zero-shot 3D visual grounding can be achieved by decoupling spatial semantics (resolved by 2D VLMs) from 3D structure instantiation (handled by deterministic multi-view geometry), outperforming even fully supervised methods.