Networks

On the Possibility of Small Networks for Physics-Informed Learning

Introduction within the period of 2017-2019, physics-informed neural networks (PINNs) have been a very talked-about area of research within the scientific machine learning (SciML) community . PINNs are used to unravel atypical and partial...

How Convolutional Neural Networks Learn Musical Similarity

audio embeddings for music advice? Streaming platforms (Spotify, Apple Music, etc.) must have the power to recommend recent songs to their users. The higher the recommendations, the higher the listening experience. There are various ways...

Time Series Isn’t Enough: How Graph Neural Networks Change Demand Forecasting

in supply-chain planning has traditionally been treated as a time-series problem. Each SKU is modeled independently. A rolling time window (say, last 14 days) is used to predict tomorrow’s sales. Seasonality is captured, promotions are added,...

Guided learning lets “untrainable” neural networks realize their potential

Even networks long considered “untrainable” can learn effectively with a little bit...

Neural Networks Are Blurry, Symbolic Systems Are Fragmented. Sparse Autoencoders Help Us Mix Them.

computers and Artificial Intelligence, we had established institutions designed to reason systematically about human behavior — the court. The legal system is one in all humanity’s oldest reasoning engines, where facts and evidence...

Understanding Convolutional Neural Networks (CNNs) Through Excel

as a black box. We all know that it learns from data, however the query is it truly learns. In this text, we are going to construct a tiny Convolutional Neural Network (CNN)...

Toward Digital Well-Being: Using Generative AI to Detect and Mitigate Bias in Social Networks

Artificial Intelligence (AI) dominates today’s headlines—hailed as a breakthrough in the future, warned against as a threat the subsequent. Yet much of this debate happens in a bubble, focused on abstract hopes and fears...

Constructing networks of information science talent

The rise of artificial intelligence resurfaces an issue older than the abacus:...

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