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Discovering Nonlinear Static Relationships in Unlabeled Dataset using Autoencoder with Ordered Variance
arXiv:2402.14031v2 Announce Type: replace Abstract: This paper presents an autoencoder with ordered variance (AEO), in which the conventional reconstruction loss is augmented by a variance-based regularization term that promotes an ordered structure within the latent space. In this structure, the latent variables are ordered by their variance computed over the training data, facilitating systematic determination of the latent space dimensionality. The AEO is further extended using residual...
Disentangling Answer Engine Optimization from Platform Growth: A Log-Based Natural Experiment on ChatGPT Referral Traffic
Announce Type: new Abstract: Large language model (LLM) "answer engines" such as ChatGPT now send measurable referral traffic to the open web, and a practice analogous to search engine optimization, here called Answer Engine Optimization (AEO), has emerged. Public AEO success stories typically quote large raw growth multiples, but raw referral growth is confounded by the rapid platform-level growth of the answer engines themselves. We report a longitudinal field study on a single...
These companies have controversial pasts. Google AI didn't tell us
We asked Google AI about big tobacco, its answer was missing some controversial history Wed 3 Jun 2026 at 5:12am Philip Morris International is a company with a controversial history. The tobacco giant has been accused of aggressively marketing addictive, cancer-causing cigarettes and fuelling smoking-related deaths and diseases around the world.