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East China Normal University
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PFL methods are alarmingly vulnerable to adversarial attacks, with malicious clients capable of sabotaging peer models through crafted examples.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
Finally, a single model handles multi-modal video generation, inpainting, and editing at cinematic resolutions with synchronized audio, all while accepting diverse inputs like text, images, video clips, and audio references.
