The prediction of the quality of results in Logic Synthesis using Transformer and Graph Neural Networks
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Chenghao, Wang, Zhongda, Xia, Yinshui, Chu, Zhufei |
|---|---|
| Format: | Preprint |
| Published: |
2022
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Mixed Structural Choice Operator: Enhancing Technology Mapping with Heterogeneous Representations
by: Hu, Zhang, et al.
Published: (2025)
by: Hu, Zhang, et al.
Published: (2025)
FuncGNN: Learning Functional Semantics of Logic Circuits with Graph Neural Networks
by: Zhao, Qiyun
Published: (2025)
by: Zhao, Qiyun
Published: (2025)
Circuit Transformer: A Transformer That Preserves Logical Equivalence
by: Li, Xihan, et al.
Published: (2024)
by: Li, Xihan, et al.
Published: (2024)
Intelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models
by: Xu, Lei, et al.
Published: (2025)
by: Xu, Lei, et al.
Published: (2025)
Graph Neural Networks Based Analog Circuit Link Prediction
by: Pan, Guanyuan, et al.
Published: (2025)
by: Pan, Guanyuan, et al.
Published: (2025)
Sustainable Transformer Neural Network Acceleration with Stochastic Photonic Computing
by: Afifi, S., et al.
Published: (2026)
by: Afifi, S., et al.
Published: (2026)
Accelerating Sparse Graph Neural Networks with Tensor Core Optimization
by: Wu, Ka Wai
Published: (2024)
by: Wu, Ka Wai
Published: (2024)
ARTEMIS: A Mixed Analog-Stochastic In-DRAM Accelerator for Transformer Neural Networks
by: Afifi, Salma, et al.
Published: (2024)
by: Afifi, Salma, et al.
Published: (2024)
Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics
by: Afifi, Salma, et al.
Published: (2024)
by: Afifi, Salma, et al.
Published: (2024)
Boolean-aware Boolean Circuit Classification: A Comprehensive Study on Graph Neural Network
by: Ni, Liwei, et al.
Published: (2024)
by: Ni, Liwei, et al.
Published: (2024)
A Cost-Efficient FPGA Implementation of Tiny Transformer Model using Neural ODE
by: Okubo, Ikumi, et al.
Published: (2024)
by: Okubo, Ikumi, et al.
Published: (2024)
Bit-Flip Fault Attack: Crushing Graph Neural Networks via Gradual Bit Search
by: Abharian, Sanaz Kazemi, et al.
Published: (2025)
by: Abharian, Sanaz Kazemi, et al.
Published: (2025)
A Data-Driven Approach to Dataflow-Aware Online Scheduling for Graph Neural Network Inference
by: Puigdemont, Pol, et al.
Published: (2024)
by: Puigdemont, Pol, et al.
Published: (2024)
Unsupervised Graph Neural Network Framework for Balanced Multipatterning in Advanced Electronic Design Automation Layouts
by: Helaly, Abdelrahman, et al.
Published: (2025)
by: Helaly, Abdelrahman, et al.
Published: (2025)
Reconfigurable Computing Challenge: Real-Time Graph Neural Networks for Online Event Selection in Big Science
by: Neu, Marc, et al.
Published: (2026)
by: Neu, Marc, et al.
Published: (2026)
GATMesh: Clock Mesh Timing Analysis using Graph Neural Networks
by: Khan, Muhammad Hadir, et al.
Published: (2025)
by: Khan, Muhammad Hadir, et al.
Published: (2025)
TsetlinWiSARD: On-Chip Training of Weightless Neural Networks using Tsetlin Automata on FPGAs
by: Duan, Shengyu, et al.
Published: (2026)
by: Duan, Shengyu, et al.
Published: (2026)
Hardware-Efficient Photonic Tensor Core: Accelerating Deep Neural Networks with Structured Compression
by: Ning, Shupeng, et al.
Published: (2025)
by: Ning, Shupeng, et al.
Published: (2025)
PolyThrottle: Energy-efficient Neural Network Inference on Edge Devices
by: Yan, Minghao, et al.
Published: (2023)
by: Yan, Minghao, et al.
Published: (2023)
ARCS: Autoregressive Circuit Synthesis with Topology-Aware Graph Attention and Spec Conditioning
by: Pathak, Tushar Dhananjay
Published: (2026)
by: Pathak, Tushar Dhananjay
Published: (2026)
Algorithmic Strategies for Sustainable Reuse of Neural Network Accelerators with Permanent Faults
by: Alama, Youssef A. Ait, et al.
Published: (2024)
by: Alama, Youssef A. Ait, et al.
Published: (2024)
BDD2Seq: Enabling Scalable Reversible-Circuit Synthesis via Graph-to-Sequence Learning
by: Miao, Mingkai, et al.
Published: (2025)
by: Miao, Mingkai, et al.
Published: (2025)
ZeroSim: Zero-Shot Analog Circuit Evaluation with Unified Transformer Embeddings
by: Yang, Xiaomeng, et al.
Published: (2025)
by: Yang, Xiaomeng, et al.
Published: (2025)
TransPlace: Transferable Circuit Global Placement via Graph Neural Network
by: Hou, Yunbo, et al.
Published: (2025)
by: Hou, Yunbo, et al.
Published: (2025)
Approximate Multiplier Induced Error Propagation in Deep Neural Networks
by: Alahakoon, A. M. H. H., et al.
Published: (2025)
by: Alahakoon, A. M. H. H., et al.
Published: (2025)
Efficient and Mathematically Robust Operations for Certified Neural Networks Inference
by: Geyer, Fabien, et al.
Published: (2024)
by: Geyer, Fabien, et al.
Published: (2024)
Histogram-Equalized Quantization for logic-gated Residual Neural Networks
by: Nguyen, Van Thien, et al.
Published: (2025)
by: Nguyen, Van Thien, et al.
Published: (2025)
Explainable Fuzzy Neural Network with Multi-Fidelity Reinforcement Learning for Micro-Architecture Design Space Exploration
by: Fan, Hanwei, et al.
Published: (2024)
by: Fan, Hanwei, et al.
Published: (2024)
Efficient VQ-QAT and Mixed Vector/Linear quantized Neural Networks
by: Gou, Terry, et al.
Published: (2026)
by: Gou, Terry, et al.
Published: (2026)
NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions
by: Andronic, Marta, et al.
Published: (2024)
by: Andronic, Marta, et al.
Published: (2024)
Layer-wise Weight Selection for Power-Efficient Neural Network Acceleration
by: Fang, Jiaxun, et al.
Published: (2025)
by: Fang, Jiaxun, et al.
Published: (2025)
PhotoGAN: Generative Adversarial Neural Network Acceleration with Silicon Photonics
by: Suresh, Tharini, et al.
Published: (2025)
by: Suresh, Tharini, et al.
Published: (2025)
ELF: Efficient Logic Synthesis by Pruning Redundancy in Refactoring
by: Tsaras, Dimitris, et al.
Published: (2025)
by: Tsaras, Dimitris, et al.
Published: (2025)
GCN-ABFT: Low-Cost Online Error Checking for Graph Convolutional Networks
by: Peltekis, Christodoulos, et al.
Published: (2024)
by: Peltekis, Christodoulos, et al.
Published: (2024)
A Runtime-Adaptive Transformer Neural Network Accelerator on FPGAs
by: Kabir, Ehsan, et al.
Published: (2024)
by: Kabir, Ehsan, et al.
Published: (2024)
Exploring Quantization and Mapping Synergy in Hardware-Aware Deep Neural Network Accelerators
by: Klhufek, Jan, et al.
Published: (2024)
by: Klhufek, Jan, et al.
Published: (2024)
MCEL: Margin-Based Cross-Entropy Loss for Error-Tolerant Quantized Neural Networks
by: Yayla, Mikail, et al.
Published: (2026)
by: Yayla, Mikail, et al.
Published: (2026)
Optical Computing for Deep Neural Network Acceleration: Foundations, Recent Developments, and Emerging Directions
by: Pasricha, Sudeep
Published: (2024)
by: Pasricha, Sudeep
Published: (2024)
GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design
by: You, Haoran, et al.
Published: (2021)
by: You, Haoran, et al.
Published: (2021)
Architectural Implications of Neural Network Inference for High Data-Rate, Low-Latency Scientific Applications
by: Weng, Olivia, et al.
Published: (2024)
by: Weng, Olivia, et al.
Published: (2024)
Similar Items
-
Mixed Structural Choice Operator: Enhancing Technology Mapping with Heterogeneous Representations
by: Hu, Zhang, et al.
Published: (2025) -
FuncGNN: Learning Functional Semantics of Logic Circuits with Graph Neural Networks
by: Zhao, Qiyun
Published: (2025) -
Circuit Transformer: A Transformer That Preserves Logical Equivalence
by: Li, Xihan, et al.
Published: (2024) -
Intelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models
by: Xu, Lei, et al.
Published: (2025) -
Graph Neural Networks Based Analog Circuit Link Prediction
by: Pan, Guanyuan, et al.
Published: (2025)