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Datasets & Benchmarks

Large-scale, high-fidelity analog circuit datasets generated using industrial Cadence Spectre simulations, enabling reproducible AI-driven circuit design research.

Open-Source Circuit Datasets

Two complementary datasets covering different scales and design hierarchies β€” both open-source under MIT license.

FALCON
FALCON Dataset Fully Automated Layout-Constrained Analog Circuit Dataset
NeurIPS 2025 1M+ Circuits

The largest foundry-grade analog circuit dataset to date. Contains over 1,000,000 Cadence Spectre-simulated circuit instances across 20 expert-designed topologies, with process fidelity, noise characteristics, and layout-dependent behavior of foundry-calibrated flows — far surpassing symbolic SPICE alternatives.

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Total Circuits
1,000,000+ simulated instances
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Simulator
Cadence Spectre (foundry-calibrated)
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Topologies
20 expert-designed architectures
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Performance Vector
16-dimensional (gain, NF, BW, power, ...)
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Fidelity
Foundry-grade with noise & layout effects
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License
MIT — Open Source

🔌 Circuit Categories (5 Types, 20 Topologies)

Spanning core analog/RF building blocks

LNALow-Noise Amplifier
MixerFrequency Mixer
VCOVoltage-Controlled Oscillator
PAPower Amplifier
VAVoltage Amplifier
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AICircuit Dataset A Multi-Level Dataset & Benchmark for AI-Driven Analog IC Design
NeurIPS ML4PS 2024 350K+ Circuits

The foundational dataset and benchmark that enabled the FALCON research program. AICircuit introduces a comprehensive multi-level dataset of 7 core analog/RF circuits and 2 complex wireless transceiver systems, simulated with Cadence Spectre. It evaluates MLPs, Transformers, SVRs, and other ML models for circuit design tasks — establishing rigorous baselines for AI-driven analog design.

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Circuit Types
7 core analog/RF + 2 transceiver systems
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Simulator
Cadence Spectre (foundry-calibrated)
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ML Models Evaluated
MLP, Transformer, SVR, and more
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Scope
Multi-level: component to system-level
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Benchmark Tasks
Forward prediction & inverse design
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License
MIT — Open Source

🔬 Multi-Level Design Hierarchy

From individual components to complete transceiver systems

LNALow-Noise Amplifier
MixerFrequency Mixer
VCOVoltage-Controlled Oscillator
PAPower Amplifier
TSVATwo-Stage Voltage Amplifier
CVACascode Voltage Amplifier
CSVACommon-Source Voltage Amplifier
TXTransmitter System
RXReceiver System