PDF] Reproducibility via Crowdsourced Reverse Engineering: A
Por um escritor misterioso
Last updated 28 março 2025
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://d3i71xaburhd42.cloudfront.net/307af86b352c73a2450fd8ceef70948531062eb0/3-Figure1-1.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://pubs.acs.org/cms/10.1021/acs.jcim.2c01645/asset/images/medium/ci2c01645_0011.gif)
Proteochemometric Modeling Identifies Chemically Diverse Norepinephrine Transporter Inhibitors
![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.mdpi.com/geosciences/geosciences-11-00480/article_deploy/html/images/geosciences-11-00480-g001.png)
Geosciences, Free Full-Text
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs41573-023-00692-8/MediaObjects/41573_2023_692_Fig1_HTML.png)
Accelerating antiviral drug discovery: lessons from COVID-19
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://i1.rgstatic.net/publication/358475503_Reproducing_Neural_Network_Research_Findings_via_Reverse_Engineering_Replication_of_AlphaGo_Zero_by_Crowdsourced_Leela_Zero/links/62501f69d726197cfd46cd59/largepreview.png)
PDF) Reproducing Neural Network Research Findings via Reverse Engineering: Replication of AlphaGo Zero by Crowdsourced Leela Zero
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fng.2623/MediaObjects/41588_2013_Article_BFng2623_Fig1_HTML.jpg)
Crowdsourcing genetic prediction of clinical utility in the Rheumatoid Arthritis Responder Challenge
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://www.mdpi.com/sustainability/sustainability-14-10520/article_deploy/html/images/sustainability-14-10520-g004.png)
Sustainability, Free Full-Text
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://image.slidesharecdn.com/brucehoffdockerinopensciencedataanalysischallenges-160627175902/85/docker-in-open-science-data-analysis-challenges-by-bruce-hoff-2-320.jpg?cb=1669397190)
Docker in Open Science Data Analysis Challenges by Bruce Hoff
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://ars.els-cdn.com/content/image/1-s2.0-S2405471221002015-gr2.jpg)
Advances in systems biology modeling: 10 years of crowdsourcing DREAM challenges - ScienceDirect
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2F533S62a/MediaObjects/41586_2016_BF533S62a_Figa_HTML.jpg)
Challenges: Crowdsourced solutions
Recomendado para você
-
AlphaZero, Vladimir Kramnik and reinventing chess28 março 2025
-
Chess's New Best Player Is A Fearless, Swashbuckling Algorithm28 março 2025
-
Alphazero Chess Download PNG - Google-Keresés28 março 2025
-
DeepMind AlphaZero lernt übergreifend Spiele zu spielen28 março 2025
-
Simplifying MuZero in Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model — Andrew Silva28 março 2025
-
AlphaGo Zero] Mastering the game of Go without human knowledge28 março 2025
-
Free Course: DeepMind's AlphaGo Zero and AlphaZero, RL paper explained from Aleksa Gordić - The AI Epiphany28 março 2025
-
AlphaZero paper discussion (Mastering Go, Chess, and Shogi) • Life28 março 2025
-
AlphaZero paper peer-reviewed is available · Issue #2069 · leela-zero/leela- zero · GitHub28 março 2025
-
PDF] Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm28 março 2025
você pode gostar
-
Killzone: Shadow Fall (PS4) Review – ZTGD28 março 2025
-
Results for Tag - Crunchyroll News28 março 2025
-
Tower Of God Chapter 595 - ManhwaZ28 março 2025
-
matching icons☁ (anime) - [25] Anime, Anime meme face, Anime funny28 março 2025
-
Pokemon - 212/196 GIRATINA V ASTRO Gold Full Art - Origine Perduta - ITA - MINT28 março 2025
-
Walkthrough: Ntogn - Through the Mines of Khazad-dûm28 março 2025
-
Festival Bruxaria28 março 2025
-
Agenda Cultural de Teresina: Anime Zone - Clube dos Diários - 2228 março 2025
-
Livro - Turma da Mônica Diversão com Adesivos - Mônica e Cebolinha28 março 2025
-
toony 🌟 ฅ^•ﻌ•^ฅ on Instagram: doors fanart again bc why thr28 março 2025