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by ___luigi
1737 days ago
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It is disappointing to read some comments saying that "It is not FB/Insta's fault?". Those who don't see the challenges that these teens go through is clearly delusional. While there are some good things in the tech, it clearly has a negative side that impact children's mental health through unrealistic beauty standards, and trap them into dopamine loops. I still believe that ranking/recommendation models should be open, parents/individuals should have -at least- the choice to make these algorithms less harmful. |
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Today, we don't know how social media recommend posts to us, we don't know if it is biased, or good for some sub communities. There are [1] some engineering blogs where we can see that is based on some research ideas (e.g. embeddings) are prune to bias [3] and "rich gets richer" phenomena. There should be an open marketplace where institutes/researchers submit open & explainable ranking/recommender systems. This is how you democratize access to such social platforms, but the business model opposes such idea to make it reality. There is a large body of research in the area of explainable recommendation systems/Explainable AI. There are regulations today to use Explainable AI systems in healthcare field, but few of them in areas that impact our mental health (e.g. the use of Social Media).
[1]: https://ai.facebook.com/blog/powered-by-ai-instagrams-explor...
[2]: Explainable Recommendation: A Survey and New Perspective, https://arxiv.org/abs/1804.11192
[3]: https://aclanthology.org/P19-1162v2.pdf