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AIGI detection improves significantly by prioritizing perception over traditional reasoning methods, revealing that fine-grained visual understanding is key to authenticity.
Even state-of-the-art AI-generated image detectors struggle when images are cropped, resized, or compressed, revealing a critical gap in real-world robustness.
Even GPT-4 struggles with long-term preference capture in e-commerce, but a lightweight, jointly-trained LLM agent can beat it.