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M-03Agnostix Scholar

Research,
Reproduced.

A public library of reproduced papers, benchmarks and datasets. Every method is validated in the open against high-fidelity references before it ships into the engine.

0
Papers being reproduced
0
Best relative error · thermoelastic
0
Method live in production
Open
Benchmarks & datasets, public
01Reproducing Papers05 In Progress
Paper #001

Thermoelastic
PINN

Linear elasticity · displacement
0.18%Relative
error
Paper #002

Heat
Transfer

Steady-state · conduction
In reviewReproduction
underway
Paper #003

Structural
Dynamics

Modal · vibration
In reviewReproduction
underway
Paper #004

Fluid
Dynamics

Steady flow · neural operator
QueuedScheduled
this cycle
Paper #005

Inverse
Problem

Material ID · from sensors
QueuedScheduled
this cycle
Method

How We
Reproduce

Open · benchmarked · versioned

Each paper is re-implemented, benchmarked against a high-fidelity reference, and published with its dataset and error report.

02Datasets & BenchmarksPublic
Dataset · DS-01

Thermoelastic
Brackets

Geometry, materials and reference fields for the rotor-bearing study.

.agnxSteel · Alu
Benchmark · BM-01

PINN vs.
FEM

Field-by-field comparison against a high-fidelity finite-element reference.

0.18% errOpen
Dataset · DS-02

Sensor
Inverse

Sparse sensor readings for material-property identification tasks.

InverseSparse
03Building AgnostixFrom the Lab
Day 41Adaptive collocation shippedEngineering
Day 37Added thermoelastic supportEngineering
Day 30Paper #001 reproduces at 0.18%Benchmark
Day 22What is a neural operator?Explained
Day 14The .agnx project formatBuilding

Read the
Research

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