Bringing AI to edge: From deep learning’s perspective D Liu, H Kong, X Luo, W Liu, R Subramaniam Neurocomputing 485, 297-320, 2022 | 134 | 2022 |
LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded Platforms X Luo, D Liu, H Kong, S Huai, H Chen, W Liu IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022 | 26 | 2022 |
Application of deep learning in analog circuit sizing Z Wang, X Luo, Z Gong Proceedings of the 2018 2nd International Conference on Computer Science and …, 2018 | 20 | 2018 |
Edgenas: Discovering efficient neural architectures for edge systems X Luo, D Liu, H Kong, W Liu 2020 IEEE 38th International Conference on Computer Design (ICCD), 288-295, 2020 | 19 | 2020 |
SurgeNAS: A comprehensive surgery on hardware-aware differentiable neural architecture search X Luo, D Liu, H Kong, S Huai, H Chen, W Liu IEEE Transactions on Computers 72 (4), 1081-1094, 2022 | 13 | 2022 |
HSCoNAS: Hardware-software co-design of efficient DNNs via neural architecture search X Luo, D Liu, S Huai, W Liu 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 418-421, 2021 | 12 | 2021 |
You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms X Luo, D Liu, H Kong, S Huai, H Chen, W Liu Proceedings of the 59th ACM/IEEE Design Automation Conference, 475-480, 2022 | 11 | 2022 |
Designing efficient DNNs via hardware-aware neural architecture search and beyond X Luo, D Liu, S Huai, H Kong, H Chen, W Liu IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021 | 9 | 2021 |
Person re-identification via pose-aware multi-semantic learning X Luo, HKL Duong, W Liu 2020 IEEE International Conference on Multimedia and Expo (ICME), 1-6, 2020 | 6 | 2020 |
Smart scissor: Coupling spatial redundancy reduction and cnn compression for embedded hardware H Kong, D Liu, S Huai, X Luo, W Liu, R Subramaniam, C Makaya, Q Lin Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022 | 5 | 2022 |
Collate: Collaborative neural network learning for latency-critical edge systems S Huai, D Liu, H Kong, X Luo, W Liu, R Subramaniam, C Makaya, Q Lin 2022 IEEE 40th International Conference on Computer Design (ICCD), 627-634, 2022 | 5 | 2022 |
HACScale: Hardware-aware compound scaling for resource-efficient DNNs H Kong, D Liu, X Luo, W Liu, R Subramaniam 2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC), 708-713, 2022 | 5 | 2022 |
Crossbar-aligned & integer-only neural network compression for efficient in-memory acceleration S Huai, D Liu, X Luo, H Chen, W Liu, R Subramaniam Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023 | 4 | 2023 |
LAMP: Load-balanced multipath parallel transmission in point-to-point NoCs H Chen, P Chen, X Luo, S Huai, W Liu IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022 | 4 | 2022 |
Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional Pruning H Kong, D Liu, X Luo, S Huai, R Subramaniam, C Makaya, Q Lin, W Liu 2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023 | 3 | 2023 |
EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI H Kong, D Liu, S Huai, X Luo, R Subramaniam, C Makaya, Q Lin, W Liu IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2023 | 3 | 2023 |
MARCO: A High-performance Task Mapping and Routing Co-optimization Framework for Point-to-Point NoC-based Heterogeneous Computing Systems H Chen, Z Zhang, P Chen, X Luo, S Li, W Liu ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-21, 2021 | 3 | 2021 |
Pearls Hide Behind Linearity: Simplifying Deep Convolutional Networks for Embedded Hardware Systems via Linearity Grafting X Luo, D Liu, H Kong, S Huai, H Chen, S Li, G Xiong, W Liu 2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC), 250-255, 2024 | 2 | 2024 |
MUGNoC: A Software-configured Multicast-Unicast-Gather NoC for Accelerating CNN Dataflows H Chen, D Liu, S Li, S Huai, X Luo, W Liu Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023 | 2 | 2023 |
Work-in-Progress: What to Expect of Early Training Statistics? An Investigation on Hardware-Aware Neural Architecture Search X Luo, D Liu, H Kong, S Huai, H Chen, W Liu 2022 International Conference on Hardware/Software Codesign and System …, 2022 | 2 | 2022 |