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Suchir Agarwal

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#machine learning Preprint Oct 2026

A Language-Informed Loss for Visual Generation

End-to-end visual generation with pixel-space loss has recently achieved competitive performance without the need for learned image tokenizers. In this work, we study whether language-informed supervision can provide a richer training signal than pixel loss for visual generation. We introduce LILIE (pronounced"lily"),...

Suchir Agarwal, Keshigeyan Chandrasegaran, Zi-Yu Chen et al. · 0 citations

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