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Deniz Gündüz

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#machine learning Preprint Sep 2026

Watermarkable Multi-Draft Speculative Sampling via Poisson Processes

This work develops a novel multi-draft speculative sampling algorithm based on Poisson processes that maintains both watermark strength and sampling efficiency, and is the first multi-draft, drafter-invariant speculative sampling scheme that maintains both watermark strength and sampling efficiency.

Yan-Xiao Liu, Si-Cheng Wan, Zhan Gao et al. · 1 citation
#machine learning Preprint Sep 2026

ExpBoN: Exponential-Noise Best-of-$n$ for Efficient Test-Time LLM Alignment

This paper introduces ExpBoN, an alternative soft BoN method based on the exponential-noise report-noisy-max mechanism that yields exponentially fast convergence in total variation, expected reward, and both directions of KL divergence, and provides comprehensive theoretical analyses of its convergence and regret behav...

Yan-Xiao Liu, Si-Cheng Wan, Deniz Gündüz · 0 citations
#artificial intelligence Preprint Sep 2026

Accelerating Diffusion Sampling via Speculative Draft Trees

This work connects speculative sampling in diffusion models to relative entropy coding (REC), and shows the lookahead need not be linear and motivates the central contribution, draft trees, which enrich the candidates considered per round and lower the target function evaluations.

Marcello Bullo, Yan-Xiao Liu, Ö. Güner et al. · 2 citations · ⚡1
Preprint Aug 2026

Transceiver Design for Cell-Free Unsourced Random Access

Numerical results demonstrate that the FBL analysis properly characterizes system performance and that the proposed cell-free URA scheme offers superior performance compared to existing low-complexity schemes.

Mert Ozates, Mohammad Kazemi, E. Jorswieck et al. · 0 citations
Open access Jul 2026

Enoxaparin induces apoptosis and autophagy, modulates inflammatory signaling, and reduces oxidative DNA damage in breast and liver cancer cells.

Enoxaparin exhibits multifaceted anticancer effects by promoting apoptosis and autophagy, selectively modulating inflammatory pathways, and reducing oxidative DNA damage in breast and liver cancer cells.

Sedat Çarkıt, M. Baran, N. Bitgen et al. · 0 citations

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