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Nanyang Technological University, Singapore, BraneMatrix AI, China, Nanjing University of Science and Technology, China, Hongwei Lin, Xun Huang, Chenglu Wen, and Cheng Wang are with the Fujian Key Laboratory of Urban Intelligent Sensing and Computing and the School of Informatics, Xiamen University, Xiamen, FJ 361005, China. (E-mail: {greatlin, huangxun}@stu.xmu.edu.cn; {clwen, cwang}@xmu.edu.cn). Xun Huang is also with Zhongguancun Academy, Beijing, China.†
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Autonomous vehicles can now see through the storm: a new Mixture of Experts approach boosts 3D object detection accuracy by 15% in adverse weather, without slowing things down.
EQA agents can now handle dynamic, human-populated scenes better thanks to a training-free method that selectively remembers only the most informative visual evidence.
Classical Chinese, with its conciseness and obscurity, unlocks a surprisingly effective attack vector against LLM safety filters, and can be automatically exploited via bio-inspired optimization.
