PDF] Reproducibility via Crowdsourced Reverse Engineering: A

Por um escritor misterioso

Descrição

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

Advances in the Application of Artificial Intelligence-Based Spectral Data Interpretation: A Perspective

PDF) Exploring Crowdsourced Reverse Engineering

PDF) Crowdsourcing biomedical research: Leveraging communities as innovation engines

The threat, hype, and promise of artificial intelligence in education

PDF) Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation

Electronics August-1 2023 - Browse Articles

Evaluation of artificial intelligence systems for assisting neurologists with fast and accurate annotations of scalp electroencephalography data - eBioMedicine

Frontiers On the encoding of natural music in computational models and human brains

The Missing Pieces of Artificial Intelligence in Medicine: Trends in Pharmacological Sciences

Sustainability, Free Full-Text

de por adulto (o preço varia de acordo com o tamanho do grupo)

PDF] Reproducibility via Crowdsourced Reverse Engineering: A

Sugerir pesquisas

você pode gostar