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In most situations, learning rates of 10−1, 10−2 result in poor performance, which suggests that our DenoiseRank needs subtle optimisation

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cs.IR 1

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2026 1

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UNVERDICTED 1

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DenoiseRank: Learning to Rank by Diffusion Models

cs.IR · 2026-02-17 · unverdicted · novelty 7.0

DenoiseRank uses diffusion models to learn rankings by noising relevant labels and denoising them to predict label distributions for query-document pairs.

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  • DenoiseRank: Learning to Rank by Diffusion Models cs.IR · 2026-02-17 · unverdicted · none · ref 9

    DenoiseRank uses diffusion models to learn rankings by noising relevant labels and denoising them to predict label distributions for query-document pairs.