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://ars.els-cdn.com/content/image/3-s2.0-B9780323905831000131-f01-02-9780323905831.jpg)
Emerging techniques in biological sciences - ScienceDirect
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://media.arxiv-vanity.com/render-output/8298013/x14.png)
Learning Neural Models for Natural Language Processing in the Face of Distributional Shift – arXiv Vanity
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://i1.rgstatic.net/ii/profile.image/279449338695682-1443637322150_Q64/Richard-Sutton-6.jpg)
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://www.confviews.com/static/iclr2022/thumbs/Z7Lk2cQEG8a.jpg)
ICLR 2022
10.1007@978 3 030 49161 1, PDF, Artificial Intelligence
![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_0008.gif)
Machine Learning for Chemical Reactions
![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_0007.gif)
Machine Learning for Chemical Reactions
![PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero](https://i1.rgstatic.net/ii/profile.image/272519991132164-1441985238454_Q64/Martin-Mueller-34.jpg)
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://media.springernature.com/m685/springer-static/image/art%3A10.1186%2Fs40537-021-00419-9/MediaObjects/40537_2021_419_Fig4_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://media.springernature.com/m685/springer-static/image/art%3A10.1186%2Fs40537-021-00419-9/MediaObjects/40537_2021_419_Fig8_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://i1.rgstatic.net/ii/profile.image/278713469030407-1443461878025_Q64/Casey-Greene-5.jpg)
Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
Applications of Artificial Intelligence, PDF, Artificial Intelligence
![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/iclr2021/thumbs/wWK7yXkULyh.jpg)
ICLR 2021
Recomendado para você
-
New AlphaZero Paper Explores Chess Variants29 março 2025
-
Google's AlphaZero Destroys Stockfish In 100-Game Match29 março 2025
-
Alphazero Chess Download PNG - Google-Keresés29 março 2025
-
Google's self-learning AI AlphaZero masters chess in 4 hours29 março 2025
-
AlphaZero: DeepMind's New Chess AI29 março 2025
-
Simplifying MuZero in Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model — Andrew Silva29 março 2025
-
Mastering the game of Go with deep neural networks and tree search29 março 2025
-
Dr. Rudolf Posch: Neural Network AlphaZero wins in Chess, Shogi and Go29 março 2025
-
DeepMind: the existence proof for RL at scale, by Nathan Lambert29 março 2025
-
Mastering chess and shogi by self-play with a general reinforcement learning algorithm29 março 2025
você pode gostar
-
Chinese Chess Wooden Social Go Game Checkers Professional Figures Luxury Pieces Board Go Game Party Piezas De Ajedrez Game Set - AliExpress29 março 2025
-
Classic kits and Champions League strips - the Manchester brand29 março 2025
-
Polar Bear Movie Review29 março 2025
-
SmartPhone vs DSLR ou Mirrorless: Celulares Podem Substituir Cameras29 março 2025
-
Netflix Codigo de Busqueda, PDF, Anime29 março 2025
-
Nerf Fortnite RL Blaster with 2 Official Nerf Fortnite Rockets29 março 2025
-
Baka Mitai Greeting Card for Sale by MatoMiku128429 março 2025
-
Buddha Fruit29 março 2025
-
The Sims 4: Coisas que você não sabia que poderia fazer no Modo Construção29 março 2025
-
DESDE EL CÉSPED ⚽ Deportivo Merlo 1-2 UAI Urquiza29 março 2025