Graph

That is essentially the most misunderstood graph in AI

That was definitely the case for Claude Opus 4.5, the newest version of Anthropic’s strongest model, which was released in late November. In December, METR announced that Opus 4.5 seemed to be able...

Routing in a Sparse Graph: a Distributed Q-Learning Approach

concerning the Small-World Experiment, conducted by Stanley Milgram within the 1960’s. He devised an experiment by which a letter was given to a volunteer person in the US, with the instruction to forward...

From Connections to Meaning: Why Heterogeneous Graph Transformers (HGT) Change Demand Forecasting

forecasting errors are usually not brought on by bad time-series models. They're brought on by ignoring structure. SKUs don't behave independently. They interact through shared plants, product groups, warehouses, and storage locations. A requirement shock...

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,...

What Is a Knowledge Graph — and Why It Matters

Summary in the primary half of the Nineteenth century, and you are feeling an almost paralyzing ache in your abdomen. You now have a alternative. You learn to live with that pain for the...

Graph RAG vs SQL RAG

I in each a graph database and a SQL database, then used various large language models (LLMs) to reply questions on the information through a retrieval-augmented generation (RAG) approach. By utilizing the identical...

Eulerian Melodies: Graph Algorithms for Music Composition

composers are known to reuse motifs (i.e., characteristic note progressions or melodic fragments) across their works. For instance, famous Hollywood composers corresponding to John Williams (, , ) and Hans Zimmer (, ,...

No Peeking Ahead: Time-Aware Graph Fraud Detection

In my last article , I threw out a number of ideas centered around constructing structured graphs, mainly focused on descriptive or unsupervised exploration of information through graph structures. Nevertheless, once we use graph...

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