PDF] Reproducibility via Crowdsourced Reverse Engineering: A
Por um escritor misterioso
Last updated 22 março 2025
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://d3i71xaburhd42.cloudfront.net/307af86b352c73a2450fd8ceef70948531062eb0/5-Figure2-1.png)
The significant success of reverse-engineering the important accomplishments of DeepMind's Alpha Zero exemplifies the leverage that can be achieved by a concerted effort to reproduce results. The reproducibility of scientific findings are an important hallmark of quality and integrity in research. The scientific method requires hypotheses to be subjected to the most crucial tests, and for the results to be consistent across independent trials. Therefore, a publication is expected to provide sufficient information for an objective evaluation of its methods and claims. This is particularly true for research supported by public funds, where transparency of findings are a form of return on public investment. Unfortunately, many publications fall short of this mark for various reasons, including unavoidable ones such as intellectual property protection and national security of the entity creating those findings. This is a particularly important and documented problem in medical research, and in machine learning. Fortunately for those seeking to overcome these difficulties, the internet makes it easier to share experiments, and allows for crowd-sourced reverse engineering. A case study of this capability in neural networks research is presented in this paper. The significant success of reverse-engineering the important accomplishments of DeepMind's Alpha Zero exemplifies the leverage that can be achieved by a concerted effort to reproduce results.
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs00779-021-01604-6/MediaObjects/779_2021_1604_Fig12_HTML.png)
Can the crowd judge truthfulness? A longitudinal study on recent misinformation about COVID-19
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/m685/springer-static/image/art%3A10.1186%2Fs41231-019-0050-7/MediaObjects/41231_2019_50_Fig4_HTML.png)
Lost in translation: the valley of death across preclinical and clinical divide – identification of problems and overcoming obstacles, Translational Medicine Communications
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://i1.rgstatic.net/publication/341615266_Drug_repurposing_prediction_for_COVID-19_using_probabilistic_networks_and_crowdsourced_curation/links/5ecb3dee92851c11a887f67d/largepreview.png)
PDF) Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://www.cell.com/cms/attachment/176ba190-6a26-4256-984c-1f73406ed8e4/gr1_lrg.jpg)
The Missing Pieces of Artificial Intelligence in Medicine: Trends in Pharmacological Sciences
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://upload.wikimedia.org/wikipedia/commons/thumb/c/c8/Semi-automated_testing_of_reproducibility_and_robustness_of_the_cancer_biology_literature_by_robot.jpg/440px-Semi-automated_testing_of_reproducibility_and_robustness_of_the_cancer_biology_literature_by_robot.jpg)
Timeline of computing 2020–present - Wikipedia
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://i1.rgstatic.net/publication/335734889_Reproducible_biomedical_benchmarking_in_the_cloud_Lessons_from_crowd-sourced_data_challenges/links/5d7851094585151ee4adf8d2/largepreview.png)
PDF) Reproducible biomedical benchmarking in the cloud: Lessons from crowd-sourced data challenges
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://geography.wisc.edu/geods/wp-content/uploads/sites/28/2020/10/5_Star_System-1024x505.jpg)
sgao – GeoDSLab@UW-Madison
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs00779-021-01604-6/MediaObjects/779_2021_1604_Fig9_HTML.png)
Can the crowd judge truthfulness? A longitudinal study on recent misinformation about COVID-19
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fnrg.2016.69/MediaObjects/41576_2016_Article_BFnrg201669_Fig1_HTML.jpg)
Crowdsourcing biomedical research: leveraging communities as innovation engines
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://d3i71xaburhd42.cloudfront.net/7e365536e8e6eef161046d355e11cabf0ea139bf/2-Figure1-1.png)
PDF] Crowdsourcing for Software Engineering The Crowd in Requirements Engineering The Landscape and Challenges
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://www.cell.com/cms/attachment/e8fae2d1-091c-4017-8e3b-1be5f1f9d355/gr3_lrg.jpg)
Toxicogenomics: A 2020 Vision: Trends in Pharmacological Sciences
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://image.isu.pub/220912065427-51b10ad20249653f6746d6e19d784864/jpg/page_1.jpg)
Abstract Book – 9th European Academy of Forensic Science Conference by NFC, Polismyndigheten - Issuu
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://www.researchgate.net/profile/Sebastian-Heil/publication/334110478/figure/fig5/AS:984279379107860@1611681899621/Comparison-of-Microtasking-and-Crowdsourced-Reverse-Engineering-CS-RE-Classification_Q320.jpg)
PDF) Crowdsourced Reverse Engineering: Experiences in Applying Crowdsourcing to Concept Assignment
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://cdn.slidesharecdn.com/ss_thumbnails/opendata-171028140218-thumbnail.jpg?width=640&height=640&fit=bounds)
Open data: Enhancing preservation, reproducibility, and innovation
Recomendado para você
-
AlphaZero - Wikipedia22 março 2025
-
One Giant Step for a Chess-Playing Machine - The New York Times22 março 2025
-
Mastering the game of Go without human knowledge22 março 2025
-
Google DeepMind's 'superhuman' AlphaZero computer taught ITSELF to22 março 2025
-
AlphaZero en22 março 2025
-
En seulement 4 heures, l'IA de Google a réussi à maîtriser toutes22 março 2025
-
Alpha Zero inc. - Information Technology & Services - Overview22 março 2025
-
AlphaZero: Shedding new light on chess, shogi, and Go - Google22 março 2025
-
AlphaZero for Backgammon · Issue #774 · google-deepmind/open_spiel22 março 2025
-
DeepMind, Google Brain & World Chess Champion Explore How22 março 2025
você pode gostar
-
Bakemonogatari - anime - Vasto_Lorde22 março 2025
-
Save 80% on War for the Overworld on Steam22 março 2025
-
Square Enix Monster Hunter 4: Diablos Armor (Rage Version) Ultimate Play Arts Kai Figure22 março 2025
-
partida escócia x ucrânia. jogo de campeonato de futebol playoff contra equipes no campo de futebol.22 março 2025
-
Bra pode se tornar a mais poderosa de Dragon Ball Super; entenda - Critical Hits22 março 2025
-
Enen no Shouboutai Todos os Episódios Online » Anime TV Online22 março 2025
-
Pelando - Descontos、Ofertas、Promoções e Cupons (com.tippingcanoe22 março 2025
-
How to Draw Matt Eddsworld22 março 2025
-
Colar Personalizado Onda Marítima com Coração Vazado Banhado na Toque Final Semijoias22 março 2025
-
TAG Gaming22 março 2025