- Oct 2023
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www.reddit.com www.reddit.com
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Are links still better than search in the age of semantic search? .t3_175a6tr._2FCtq-QzlfuN-SwVMUZMM3 { --postTitle-VisitedLinkColor: #9b9b9b; --postTitleLink-VisitedLinkColor: #9b9b9b; --postBodyLink-VisitedLinkColor: #989898; } questionHi, I am a beginner Zettelkasten practitioner and also a software engineer, and I just read "Why You Should Set Links Manually and Not Rely on Search Alone" https://zettelkasten.de/posts/search-alone-is-not-enough/.Search capabilities have improved drastically since 2015 though. We can use text embeddings to find the most relevant other Zettels for any particular Zettel (see https://www.deepset.ai/blog/the-beginners-guide-to-text-embeddings)For example, even if you don't use the same keywords in your writing today as you did a year ago, you'll still find the relevant notes with semantic search, because semantic search handles synonyms with a breeze.Does this mean that with modern search tools, we can spend less time building "infrastructure" links, and rely more on (improved) search?Or am I wrong in my analysis here, does the advance in technology not matter?
reply to u/dotinvoke at https://www.reddit.com/r/Zettelkasten/comments/175a6tr/are_links_still_better_than_search_in_the_age_of/
The value in the process is making a ratchet of ideas which is highly customized to building your own lines of thought or "associative trails" if you prefer Vannevar Bush's framing.
If your idea worked, then one could "simply" rely on Google's database and a variety of associated tools to act as your zettelkasten—Bob's your uncle and you're done! In practice, you'll find that this doesn't work well. You can experiment, but I think you'll find that your own limited choices of links will work far better than the infinite number of adjacent possible links that a digital system may create on your behalf. If you're already fighting information overload, you don't want to add link overload to your list of problems.
Put in a different light, it can be interesting to randomly flip a coin and go left on heads and right on tails to see where you might end up, particularly if you're unsure. But if you actively make your own choices, you're more likely to be happier with what you see along the way and where you end up.
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- Apr 2023
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It was only by building an additional AI-powered safety mechanism that OpenAI would be able to rein in that harm, producing a chatbot suitable for everyday use.
This isn't true. The Stochastic Parrots paper outlines other avenues for reining in the harms of language models like GPT's.
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- Mar 2023
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dl.acm.org dl.acm.org
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Bender, Emily M., Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell. “On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜” In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 610–23. FAccT ’21. New York, NY, USA: Association for Computing Machinery, 2021. https://doi.org/10.1145/3442188.3445922.
Would the argument here for stochastic parrots also potentially apply to or could it be abstracted to Markov monkeys?
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- Nov 2022
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www.self.com www.self.com
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Article on brown noise and it's impact on ADHD focus. Suggested by Adam A. Provides useful links to primary sources for experiments, topics, and people
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www.researchgate.net www.researchgate.net
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Google Scholar is needed to access annotations in context "Listen to the noise: noise is beneficial for cognitive performance in ADHD"
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The most intriguing result in the present study is thepositive effect of white noise on performance for theADHD children. This noise effect was present in boththe non-medicated and medicated children. Thissupports the MBA (Moderate Brain Arousal) model(Sikstro ̈m & So ̈derlund, 2007), suggesting that theendogenous (neural) noise level in children withADHD is sub-optimal. MBA accounts for the noise-enhancing phenomenon by stochastic resonance(SR). The model suggests that noise in the environ-ment introduces internal noise into the neural sys-tem through the perceptual system. Of particularimportance, the MBA model suggests that the peakof the SR curve depends on the dopamine level, sothat participants with low dopamine levels (ADHD)require more noise for optimal cognitive performancecompared to controls.
Author's self-described "most intriguing result"
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- Oct 2021
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covid19scenariomodelinghub.org covid19scenariomodelinghub.org
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Home - COVID 19 scenario model hub. (n.d.). Retrieved July 5, 2021, from https://covid19scenariomodelinghub.org/
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- Feb 2021
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www.zhihu.com www.zhihu.com
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滤链(filtration)
$$\left\{\mathcal{I}_{n}, n \geq 0\right\}$$
是一组滤链
滤链定义在$$(\Omega, \mathscr{F}, \mathscr{P})$$
滤链满足$$\mathcal{I}{0} \subseteq \mathcal{I}{1} \subseteq \mathcal{I}_{2} \subseteq \cdots$$
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- Oct 2020
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www.pnas.org www.pnas.org
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Karatayev, Vadim A., Madhur Anand, and Chris T. Bauch. ‘Local Lockdowns Outperform Global Lockdown on the Far Side of the COVID-19 Epidemic Curve’. Proceedings of the National Academy of Sciences 117, no. 39 (29 September 2020): 24575–80. https://doi.org/10.1073/pnas.2014385117.
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- Sep 2020
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www.springer.com www.springer.com
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Kiss, I. Z., Miller, J., & Simon, P. L. (2017). Mathematics of Epidemics on Networks: From Exact to Approximate Models. Springer International Publishing. https://doi.org/10.1007/978-3-319-50806-1
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arxiv.org arxiv.org
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Miller, J. C., & TIng, T. (2019). EoN (Epidemics on Networks): A fast, flexible Python package for simulation, analytic approximation, and analysis of epidemics on networks. Journal of Open Source Software, 4(44), 1731. https://doi.org/10.21105/joss.01731
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- Jun 2020
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Murphy, C., Laurence, E., & Allard, A. (2020). Deep learning of stochastic contagion dynamics on complex networks. ArXiv:2006.05410 [Cond-Mat, Physics:Physics, Stat]. http://arxiv.org/abs/2006.05410
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Della Rossa, F., & DeLellis, P. (2020). Stochastic master stability function for noisy complex networks. Physical Review E, 101(5), 052211. https://doi.org/10.1103/PhysRevE.101.052211
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- May 2020
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onlinelibrary.wiley.com onlinelibrary.wiley.com
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Mehrotra, S., Rahimian, H., Barah, M., Luo, F., & Schantz, K. (2020 May 02). A model of supply-chain decisions for resource sharing with an application to ventilator allocation to combat COVID-19. Naval Research Logistics (NRL). https://doi.org/10.1002/nav.21905
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- Oct 2019
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onlinelibrary.wiley.com onlinelibrary.wiley.com
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Our analysis demonstrates that its structure is shaped more by stochasticity than selection.
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- Apr 2019
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cran.r-project.org cran.r-project.org
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Directed Acyclic Graph (DAG) with nodes representingrandom variables
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