SSSD: Simply-Scalable Speculative Decoding

Autor: Marzollo, Michele, Zhuang, Jiawei, Roemer, Niklas, Müller, Lorenz K., Cavigelli, Lukas

Over the past year, Speculative Decoding has gained popularity as a technique for accelerating Large Language Model inference. While several methods have been introduced, most struggle to deliver satisfactory performance at batch sizes typical for da

Externí odkaz: http://arxiv.org/abs/2411.05894

RL-based Stateful Neural Adaptive Sampling and Denoising for Real-Time Path Tracing

Autor: Scardigli, Antoine, Cavigelli, Lukas, Müller, Lorenz K.

Monte-Carlo path tracing is a powerful technique for realistic image synthesis but suffers from high levels of noise at low sample counts, limiting its use in real-time applications. To address this, we propose a framework with end-to-end training of

Externí odkaz: http://arxiv.org/abs/2310.03507

Overparametrization of HyperNetworks at Fixed FLOP-Count Enables Fast Neural Image Enhancement

Autor: Muller, Lorenz K.

Deep convolutional neural networks can enhance images taken with small mobile camera sensors and excel at tasks like demoisaicing, denoising and super-resolution. However, for practical use on mobile devices these networks often require too many FLOP

Externí odkaz: http://arxiv.org/abs/2105.08470

The role of the oral microbiota in the causal effect of adjunctive antibiotics on clinical outcomes in stage III-IV periodontitis patients.

Autor: Kleine Bardenhorst S; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany.; Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany., Hagenfeld D; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany. daniel.hagenfeld@ukmuenster.de., Matern J; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany., Prior K; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany., Harks I; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany., Eickholz P; Department of Periodontology, Center for Dentistry and Oral Medicine, Goethe University Frankfurt, Frankfurt, Germany., Lorenz K; Department of Periodontology, TU Dresden, Dresden, Germany., Kim TS; Department of Conservative Dentistry, Section of Periodontology, Clinic for Oral, Dental and Maxillofacial Diseases, Heidelberg University Hospital, Heidelberg, Germany., Kocher T; Department of Restorative Dentistry, Periodontology, Endodontology, and Preventive and Pediatric Dentistry, University Medicine Greifswald, Greifswald, Germany., Meyle J; Department of Periodontology, University of Giessen, Giessen, Germany., Kaner D; Departments of Periodontology and Synoptic Dentistry, Charite-Universitätsmedizin Berlin, Berlin, Germany.; Department of Periodontology, Dental School, Faculty of Health, University of Witten/Herdecke, Witten, Germany., Jockel-Schneider Y; Department of Periodontology, University Hospital Würzburg, Würzburg, Germany., Harmsen D; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany., Ehmke B; Department of Periodontology and Operative Dentistry, Muenster University Hospital, Albert-Schweitzer-Campus 1, Building W30, Münster, 48149, Germany.

Publikováno v: Microbiome [Microbiome] 2024 Oct 26; Vol. 12 (1), pp. 220. Date of Electronic Publication: 2024 Oct 26.

Extracting defect profiles in ion-implanted GaN from ion channeling

Autor: Caçador, A., Jóźwik, P., Magalhães, S., Marques, J.G., Wendler, E., Lorenz, K.

Publikováno v: In Materials Science in Semiconductor Processing 1 November 2023 166