Author

Maxim Panov

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#machine learning Preprint Oct 2026

IDRF: Inverse-Distilled Reward Fine-tuning of Masked Discrete Diffusion Models

Masked discrete diffusion models offer a promising alternative to autoregressive generation, but iterative sampling can be costly, and intractable sequence likelihoods complicate reward fine-tuning. We introduce IDRF, a framework for reward fine-tuning of few-step masked discrete diffusion generators. Starting from a s...

V. Gromadskii, David Li, Samson Gourevitch et al. · 1 citation

Jul 2026

MIRAGE: Defending Long-Form RAG Against Misinformation Pollution

MIRAGE, a training-free, model-agnostic defense for long-form RAG, is introduced, a training-free, model-agnostic defense for long-form RAG that consistently restores factuality under mixed and fully polluted evidence and outperforms prior robust-RAG methods.

Saadeldine Eletter, Ruihong Zeng, Yuxia Wang et al. · arXiv.org · 0 citations