PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
Por um escritor misterioso
Last updated 29 março 2025
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](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 Neural Network Case Study With DeepMind's Alpha Zero](https://neurips.cc/media/PosterPDFs/NeurIPS%202023/70103-thumb.png?t=1697079884.7467904)
NeurIPS 2023 Spotlight Posters
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://www.researchgate.net/publication/338851935/figure/fig1/AS:863242335309829@1582824419057/Each-discrete-time-instant-x-axis-corresponds-to-the-presentation-of-one-sample-of-the_Q320.jpg)
Donald WUNSCH, Mary K. Finley Missouri Distinguished Professor of ECE and Director, ACIL, Missouri University of Science and Technology, MO, Missouri S&T, Electrical and Computer Engineeing
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://i1.rgstatic.net/ii/profile.image/611322551099392-1522762062261_Q64/Daniel-Hier.jpg)
PDF) Reproducing Neural Network Research Findings via Reverse Engineering: Replication of AlphaGo Zero by Crowdsourced Leela Zero
Challenges and Applications of Large Language Models: Desi GN Behavior, PDF, Computing
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://media.springernature.com/m685/springer-static/image/art%3A10.1186%2Fs40537-021-00419-9/MediaObjects/40537_2021_419_Fig5_HTML.png)
A survey on data‐efficient algorithms in big data era, Journal of Big Data
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://image.slidesharecdn.com/stateofaireport2022-online-221123161007-b5b87b55/85/state-of-ai-report-2022-onlinepptx-5-320.jpg?cb=1669220298)
State of AI Report 2022 - ONLINE.pptx
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://d3i71xaburhd42.cloudfront.net/307af86b352c73a2450fd8ceef70948531062eb0/3-Figure1-1.png)
PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://sciencecast.org/assets/arxiv_daily/artificial_intelligence-f0a7c76b490dcde6e704e80355069b8521c97e60cf9cba948ad386efed2d9f5d.jpg)
Science Cast
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://pubs.acs.org/cms/10.1021/acs.chemrev.8b00728/asset/images/medium/cr-2018-00728b_0030.gif)
Concepts of Artificial Intelligence for Computer-Assisted Drug Discovery
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://www.confviews.com/static/iclr2022/thumbs/JGO8CvG5S9.jpg)
ICLR 2022
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://pubs.acs.org/cms/10.1021/acs.chemrev.8b00728/asset/images/medium/cr-2018-00728b_0016.gif)
Concepts of Artificial Intelligence for Computer-Assisted Drug Discovery
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://neurips.cc/media/PosterPDFs/NeurIPS%202023/71933-thumb.png?t=1702311429.1628969)
NeurIPS 2023 Spotlight Posters
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://www.confviews.com/static/neurips2022/thumbs/rc8o_j8I8PX.jpg)
NeurIPS 2022
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://pubs.acs.org/cms/10.1021/acs.chemrev.1c00033/asset/images/medium/cr1c00033_0005.gif)
Machine Learning for Chemical Reactions
Recomendado para você
-
AlphaZero Vs StockFish – A Literature Review.pptx29 março 2025
-
Chess's New Best Player Is A Fearless, Swashbuckling Algorithm29 março 2025
-
AlphaGo Zero Explained29 março 2025
-
AlphaGo Zero] Mastering the game of Go without human knowledge29 março 2025
-
GitHub - yangrc1234/Gomoku-Zero: A gomoku AI based on Alpha Zero paper.29 março 2025
-
Contributing to Leela Chess Zero. Creating the Caissa of Chess engines. - Leela Chess Zero29 março 2025
-
Zero-Alpha. NZ Police Armed Offenders Squad Official History. By Ray V – Phoenix Books NZ29 março 2025
-
Move over AlphaGo: AlphaZero taught itself to play three different29 março 2025
-
Global optimization of quantum dynamics with AlphaZero deep29 março 2025
-
Policy or Value ? Loss Function and Playing Strength in AlphaZero-like Self-play29 março 2025
você pode gostar
-
Tournament - World Cup of Pokemon 2023: OU Discussion29 março 2025
-
Papel de parede : luz solar, Anime, natureza, grama, céu, ramo29 março 2025
-
ROBLOX MAN FACE Game Inspired Man Female Birthday Party Gift29 março 2025
-
Error while processing packet causing connection problems - Studio Bugs - Developer Forum29 março 2025
-
Dia do Sudoku: O quebra-cabeças com números que só faz bem ao cérebro29 março 2025
-
Bloco quer restrições à publicidade, promoção e patrocínio de jogos online29 março 2025
-
Top Harvard Business School Online Courses [2023]29 março 2025
-
PlayStation Studios News, Reviews and Information29 março 2025
-
Destructoid's award for Overall Best Game of 2019 goes to – Destructoid29 março 2025
-
Black Educator: Scholastic Aptitude Test (SAT) Score By Race29 março 2025