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A retrospective deep dive tracing the evolutionary arc of AI architectures from the single perceptron through early neural nets, the vanishing gradient problem, LSTMs, and the Transformer era, while speculating about the next paradigm shift beyond self-attention.
This paper presents a Mass-Conserving Perceptron (MCP) framework that reformulates conceptual hydrologic models into physically constrained, interpretable neural networks, evaluated across 513 CAMELS-US basins for snow-water representation.
This article demonstrates building a perceptron and NAND gates inside the game Age of Empires II, arguing that changing the substrate of an LLM alters perception of attributes and critiquing research on LLM anthropomorphism.
A perceptron is the simplest neural network building block. This tutorial implements one from scratch in Python, explaining weights, bias, and learning through a clear example.
Perceptron Inc. has released Perceptron Mk1, a frontier AI model designed for video and embodied reasoning tasks.