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Forget coarse-grained audio-visual tasks: RA-SSU offers frame-level sound source understanding with two new datasets and a transformer-based benchmark.
Mamba's global context modeling gives YOLO a boost in murky underwater object detection, improving mAP by 4.9% over YOLOv8n.
AI-generated image watermarks are surprisingly brittle: a new attack, MarkSweep, wipes them out by strategically amplifying and denoising high-frequency noise.
LLM code copilots are put to the test with SecCodeBench-V2, a new benchmark revealing their security vulnerabilities across 22 CWE categories and five programming languages.
