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Articles · Rebeauty Atlas

HUM AI SCI

NO Noura Riahi · TotalEnergies Digital Factory

Harnessing Physics-informed Neural Networks for Simulating Refinery Units

Noura RIAHI, Manuel RAMOS CASTILLO, Baptiste RONDELEUX, Yichang WANG

Jun 08, 2026 · 10 min read · 5 claps #pinn #physics-informed-nn #physics-informed-learning

Harnessing Physics-informed Neural Networks for Simulating Refinery Units

AI TCH SCI

RA Ravi Kumar

Thermostat-LLM: Using Statistical Mechanics to Fix LLM Decoding

Every language model you’ve ever used is secretly a thermodynamic system. When you set temperature=0.7, you're not tweaking a knob - you're…

May 07, 2026 · 7 min read · 1 claps #physics-informed-nn #pytorch #llm

Thermostat-LLM: Using Statistical Mechanics to Fix LLM Decoding

HUM SOC AI SCI

KM K. M. Ashfaque Rahaman

Beyond the Black Box: How Physics-Infused AI is Revolutionizing Industrial Maintenance

In the high-stakes arena of industrial operations, the cost of uncertainty is measured in millions of dollars and compromised safety…

May 07, 2026 · 4 min read · 1 claps #machine-learning #artificial-intlligence #time-series-analysis

Beyond the Black Box: How Physics-Infused AI is Revolutionizing Industrial Maintenance

TCH SOC AI SCI

AM Amitava Manna

Physics Informed Neural Network — Digital Twin and Remaining Useful Life of Batteries

Physics-Informed Neural Networks (PINNs) are neural networks that incorporate physical laws and domain knowledge directly into their…

Apr 28, 2026 · 13 min read · 1 claps #pinn #remaining-useful-life #digital-twin

Physics Informed Neural Network — Digital Twin and Remaining Useful Life of Batteries

HUM AI SCI

AR Archit Anant

Solving the Schrödinger Equation with PyTorch: A Guide to Quantum PINNs

If you work in Machine Learning, you are used to the standard paradigm: gather a massive dataset (X_train, y_train), feed it into a neural…

Apr 26, 2026 · 4 min read · 0 claps #machine-learning #quantum-physics #physics-informed-nn

Solving the Schrödinger Equation with PyTorch: A Guide to Quantum PINNs

HUM AI SCI

LO Lohith Kandukuri

Physics Informed Neural Networks (PINNs) for CS Majors

PINNs are cool.

Apr 13, 2026 · 11 min read · 4 claps #machine-learning #physics-informed-nn #deep-learning

Physics Informed Neural Networks (PINNs) for CS Majors

SCI

BR Bryan

Dissecting PINN and Nvidia PhysicsNeMo Sym

Several Functions are hanging out at a bar. A Differential Operator walks in.

Apr 09, 2026 · 14 min read · 0 claps #physics-informed-nn #ai-physics #physicsnemo

Dissecting PINN and Nvidia PhysicsNeMo Sym

AI SCI

DA Darshkodwani

Attention is all you need, even on graphs: How GATs could fix physics-informed GNNs

Recap of GNNs: The problem with message passing

Mar 30, 2026 · 13 min read · 2 claps #ai-for-science #attention-mechanism #graph-neural-networks

Attention is all you need, even on graphs: How GATs could fix physics-informed GNNs

BIO HUM AI SCI MED

CL Clinton Osebe

The Role of Physics-Informed Neural Networks in Modeling Biological and Epidemiological Dynamical…

Over the years, neural networks have become increasingly popular in Machine Learning, thanks to their ability to learn from data with…

Jan 26, 2026 · 4 min read · 1 claps #physics-informed-nn #dynamical-systems #epidemiology

The Role of Physics-Informed Neural Networks in Modeling Biological and Epidemiological Dynamical…

HUM AI SCI

BA Barkin Ozler

2D Heat Conduction: PINN vs Finite Difference Method

A Practical Comparison on a Classical Benchmark Problem

Jan 10, 2026 · 23 min read · 0 claps #physics-informed-nn #deep-learning #pinn

2D Heat Conduction: PINN vs Finite Difference Method

HUM SOC AI SCI

AD Aditya Jabade

Beyond Pattern Matching : Embedding Physical Law into a Neural Network

A hands-on tutorial on building a Physics-Informed Neural Network (PINN) in PyTorch

Oct 11, 2025 · 8 min read · 1 claps #physics-informed-nn #pinn #dep

Beyond Pattern Matching : Embedding Physical Law into a Neural Network

AI SCI

VI Vivek Karmarkar

🚀 My AI Journey: From PINNs to GenAI

🌍 Setting the Stage

Sep 19, 2025 · 3 min read · 0 claps #artificial-intelligence #holistic-thinking #generative-ai-tools

TCH HUM SOC AI SCI

SH shashank Jain · GoPenAI

Understanding Physics-Informed Neural Networks (PINNs)

Physics-Informed Neural Networks (PINNs) are a class of machine learning models that combine data-driven techniques with physical laws…

Aug 23, 2024 · 5 min read · 31 claps paywalled #pinn #physics-informed-learning #physics-informed-nn