PDF] Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
Por um escritor misterioso
Last updated 29 maio 2024
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) Reproducing Neural Network Research Findings via Reverse Engineering: Replication of AlphaGo Zero by Crowdsourced Leela Zero
NeurIPS 2022
PDF) Reproducing Neural Network Research Findings via Reverse Engineering: Replication of AlphaGo Zero by Crowdsourced Leela Zero
Science Cast
ICLR 2021
Learning Neural Models for Natural Language Processing in the Face of Distributional Shift – arXiv Vanity
State of AI Report 2022 - ONLINE.pptx
Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
Reproducibility via Crowdsourced Reverse Engineering: A Neural Network Case Study With DeepMind's Alpha Zero
ICLR 2021
A survey on data‐efficient algorithms in big data era, Journal of Big Data
ICLR 2021
Artificial intelligence and machine learning‐aided drug discovery in central nervous system diseases: State‐of‐the‐arts and future directions - Vatansever - 2021 - Medicinal Research Reviews - Wiley Online Library
NeurIPS 2023 Spotlight Posters
v70/ICML2017_utf8.bib at gh-pages · mlresearch/v70 · GitHub
Recomendado para você
-
AlphaZero, a IA do Google que aprendeu a jogar sozinha - Meio Bit29 maio 2024
-
AlphaZero: The AI from Google which mastered Chess in 4 hours29 maio 2024
-
DeepMind new AI coding engine is the beginning of the end for your29 maio 2024
-
Google DeepMind Go AI Opens Up New Horizons In Chess And Shogi29 maio 2024
-
RECAP: TOP AI STOCKS - InvestAnswers Newsletter29 maio 2024
-
An AlphaGo Zero cheat sheet – SoCalGo29 maio 2024
-
Google Artificial Intelligence 'Alpha Go Zero' Just Pressed Reset29 maio 2024
-
Google's New AI Is a Master of Games, but How Does It Compare to the Human Mind?, Innovation29 maio 2024
-
Google's New AI Is a Master of Games, but How Does It Compare to29 maio 2024
-
AlphaZero AI beats champion chess program after teaching itself in29 maio 2024
você pode gostar
-
God of War (PC) – Keyboard Controls (Key bindings)29 maio 2024
-
ESSE ANIME ESTÁ MUITO PICANTE, Shuumatsu no Harem29 maio 2024
-
Download do APK de Motos Vlog no Grau Brasil para Android29 maio 2024
-
Hrvatski nogometni klub Hajduk Split, HNK Hajduk Split Flag in29 maio 2024
-
Highschool of the Dead Characters: Character (Arts), Highschool of the Dead, Manga, Role-Playing, Fighter, Miyuki, Sawashiro Gun, Blackwater Worldwide : Miller, Frederic P., Vandome, Agnes F., McBrewster, John: : Libri29 maio 2024
-
SEGUNDA-FEIRA EU NÃO VOU JOGAR A TOALHA (TELÃO)29 maio 2024
-
Pro Soccer Online no Steam29 maio 2024
-
Clube de Xadrez AJAX29 maio 2024
-
Sons of the Forest Crafting Guide29 maio 2024
-
Conheça o mamífero mais traficado do mundo - BBC News Brasil29 maio 2024