Aug 1, 2026 · Artificial Intelligence

Can Generative Models Be Trained End‑to‑End? The Secret Is a Simple For Loop

The article explains why generative models have long suffered from exposure bias and mode blurring, introduces the Explorative Modeling (XM) paradigm that uses a tiny for‑loop to select the best of K candidates during training, and shows how this third scaling axis dramatically improves performance across image, video, and language modalities.

Deep Learningexplorative modelingexposure bias

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Can Generative Models Be Trained End‑to‑End? The Secret Is a Simple For Loop