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From Conceptual Hydrologic Models to Conceptually Interpretable Neural Networks: A Snow-Water Mass-Conserving-Perceptron Framework for Discovering Catchment-Scale Precipitation-Storage-Runoff Representations

arXiv cs.LG · 2026-07-30 Cached

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.

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A Perceptron in Age of Empires II

Hacker News Top · 2026-06-18 Cached

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.

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The Smallest Brain You Can Build: A Perceptron in Python

Hacker News Top · 2026-06-08 Cached

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.

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@perceptroninc: Today we're releasing Perceptron Mk1: frontier video and embodied reasoning.

X AI KOLs Following · 2026-05-12 Cached

Perceptron Inc. has released Perceptron Mk1, a frontier AI model designed for video and embodied reasoning tasks.

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