Alaya-in-Matrix / MACE
code for the ICML2018 paper "Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design"
☆27Updated 6 years ago
Alternatives and similar repositories for MACE:
Users that are interested in MACE are comparing it to the libraries listed below
- Python implementation of the MACE Bayesian optimization algorithm, with GPy used as the backend GP library☆17Updated 6 years ago
- MLCAD 2020: Reinforcement for logic optimization sequence exploration☆28Updated 4 years ago
- ☆15Updated 3 years ago
- ☆28Updated 3 months ago
- Python implementation of the Max-value Entropy Search for Multi-Objective Bayesian Optimization method☆27Updated 3 years ago
- Analog Placement Quality Prediction☆20Updated last year
- ☆29Updated last year
- ☆17Updated 2 years ago
- LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models☆21Updated 2 years ago
- This repo awesome-AI4EDA contains the source for the webpage: https://ai4eda.github.io, which is a curated paper list of awesome AI for E…☆139Updated 6 months ago
- DRiLLS: Deep Reinforcement Learning for Logic Synthesis Optimization (ASPDAC'20)☆107Updated last year
- [ICCAD 22]DeePEB: A neural network based PEB solver☆8Updated last year
- Official open source repository for "A Timing Engine Inspired Graph Neural Network Model for Pre-Routing Slack Prediction" (DAC 2022)☆66Updated 4 months ago
- Gamora: Graph Learning based Symbolic Reasoning for Large-Scale Boolean Networks (DAC'23)☆48Updated last week
- ☆18Updated 6 months ago
- A circuit-element level explainer to explain machine learning model's prediction on chip layouts.☆17Updated last year
- LLM-Enhanced Bayesian Optimization for Efficient Analog Constraint Generation☆14Updated 2 months ago
- High-Level Synthesis Performance Prediction using GNNs: Benchmarking, Modeling, and Advancing☆47Updated 7 months ago
- Must-read papers on Graph Neural Networks (GNNs) for Integrated Circuits (ICs) design, security and reliability. This collection of paper…☆43Updated last year
- ☆28Updated 3 years ago
- Deep Reinforcement Learning of Analog Circuit Designs☆101Updated last year
- This is an official implementation for "DeepGate: Learning Neural Representations of Logic Gates".☆20Updated last year
- (DAC2019 / TCAD2020) Faster Region-based Hotspot Detection.☆21Updated last year
- Implementation of hMETIS☆10Updated 2 years ago
- [ICML 2019] Circuit-GNN: Graph Neural Networks for Distributed Circuit Design http://circuit-gnn.csail.mit.edu/☆97Updated last year
- ☆24Updated last year
- The release for ICML 2023 paper☆42Updated 6 months ago
- Open Circuit Benchmark OCB and source code for CktGNN (https://openreview.net/forum?id=NE2911Kq1sp).☆49Updated last year
- ☆46Updated 3 months ago
- ☆39Updated last year