PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search

12 July 2019

Guo-Jun Qi

Papers citing "PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search"

50 / 331 papers shown

Title
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision Transformers S. Casarin Sergio Escalera Oswald Lanz 34 0 0 12 May 2025
Evolution Meets Diffusion: Efficient Neural Architecture Generation Bingye Zhou Caiyang Yu DiffM 51 0 0 24 Apr 2025
Regularizing Differentiable Architecture Search with Smooth Activation Yanlin Zhou Mostafa El-Khamy Kee-Bong Song 24 0 0 22 Apr 2025
Spectral Architecture Search for Neural Networks Gianluca Peri Lorenzo Giambagli Lorenzo Chicchi Duccio Fanelli 46 0 0 01 Apr 2025
RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection Tomomasa Yamasaki Zhehui Wang Tao Luo Niangjun Chen Bo Wang 32 0 0 26 Mar 2025
Architecture-Aware Minimization (A $^2$ M): How to Find Flat Minima in Neural Architecture Search Matteo Gambella Fabrizio Pittorino Manuel Roveri 61 0 0 13 Mar 2025
ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm Lunchen Xie Eugenio Lomurno Matteo Gambella Danilo Ardagna Manual Roveri Matteo Matteucci Qingjiang Shi 41 0 0 08 Mar 2025
SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models Zicheng Cai Yaohua Tang Yutao Lai Hua Wang Zhe Chen Hao Chen LLMAG VLM LRM 47 0 0 27 Feb 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 28 0 0 03 Jan 2025
GAIS: A Novel Approach to Instance Selection with Graph Attention Networks Zahiriddin Rustamov Ayham Zaitouny Rafat Damseh Nazar Zaki 38 0 0 26 Dec 2024
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning Jiajun Li Jiawen Zhang Feng Wang Lianbo Ma 79 0 0 14 Dec 2024
GradAlign for Training-free Model Performance Inference Yuxuan Li Yunhui Guo 62 0 0 29 Nov 2024
An Architectural Approach to Enhance Deep Long-Tailed Learning Yuhan Pan Yanan Sun Wei Gong 26 0 0 09 Nov 2024
Differentiable architecture search with multi-dimensional attention for spiking neural networks Yilei Man Linhai Xie Shushan Qiao Yumei Zhou Delong Shang 37 1 0 01 Nov 2024
Spatial-Temporal Search for Spiking Neural Networks Kaiwei Che Zhaokun Zhou Li-xin Yuan Jianguo Zhang Yonghong Tian Luziwei Leng 32 0 0 24 Oct 2024
POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator Eugenio Lomurno Samuele Mariani Matteo Monti Matteo Matteucci DiffM 26 2 0 30 Sep 2024
Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples Zhenyu Wang John H. L. Hansen AAML 30 1 0 23 Aug 2024
TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification Giacomo Vedovati ShiNung Ching Bo Yuan 40 0 0 02 Aug 2024
SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation C. Termritthikun Ayaz Umer Suwichaya Suwanwimolkul Feng Xia Ivan Lee 39 4 0 29 Jul 2024
A Pairwise Comparison Relation-assisted Multi-objective Evolutionary Neural Architecture Search Method with Multi-population Mechanism Yu Xue Chenchen Zhu MengChu Zhou Mohamed Wahib Moncef Gabbouj 42 1 0 22 Jul 2024
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation Renqi Chen Xinzhe Zheng Haoyang Su Kehan Wu 34 0 0 05 Jul 2024
Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets Chenxia Tang 22 1 0 11 Jun 2024
CE-NAS: An End-to-End Carbon-Efficient Neural Architecture Search Framework Yiyang Zhao Yunzhuo Liu Bo Jiang Tian Guo 40 3 0 03 Jun 2024
Multi-Objective Neural Architecture Search by Learning Search Space Partitions Yiyang Zhao Linnan Wang Tian Guo 49 1 0 01 Jun 2024
einspace: Searching for Neural Architectures from Fundamental Operations Linus Ericsson Miguel Espinosa Chenhongyi Yang Antreas Antoniou Amos Storkey Shay B. Cohen Steven G. McDonagh Elliot J. Crowley 38 1 0 31 May 2024
The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol Konstanty Subbotko Wojciech Jablonski Piotr Bilinski 32 0 0 26 May 2024
Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-loop and Hessian-free Solution Strategy Risheng Liu Zhu Liu Wei-Ting Yao Shangzhi Zeng Jin Zhang 49 6 0 16 May 2024
Hard Work Does Not Always Pay Off: Poisoning Attacks on Neural Architecture Search Zachary Coalson Huazheng Wang Qingyun Wu Sanghyun Hong OOD AAML 41 0 0 09 May 2024
Towards Accurate and Robust Architectures via Neural Architecture Search Yuwei Ou Yuqi Feng Yanan Sun AAML 26 1 0 09 May 2024
Implantable Adaptive Cells: A Novel Enhancement for Pre-Trained U-Nets in Medical Image Segmentation Emil Benedykciuk Marcin Denkowski Grzegorz Wójcik 34 0 0 06 May 2024
Graph is all you need? Lightweight data-agnostic neural architecture search without training Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Chunheng Jiang Jianxi Gao GNN 37 1 0 02 May 2024
CSCO: Connectivity Search of Convolutional Operators Tunhou Zhang Shiyu Li Hsin-Pai Cheng Feng Yan Hai Helen Li Yiran Chen 39 0 0 26 Apr 2024
ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers Michal Pinos Lukás Sekanina Vojtěch Mrázek MQ 24 1 0 08 Apr 2024
Insights from the Use of Previously Unseen Neural Architecture Search Datasets Rob Geada David Towers M. Forshaw Amir Atapour-Abarghouei A. Mcgough 34 2 0 02 Apr 2024
TG-NAS: Leveraging Zero-Cost Proxies with Transformer and Graph Convolution Networks for Efficient Neural Architecture Search Ye Qiao Haocheng Xu Sitao Huang 26 0 0 30 Mar 2024
emoDARTS: Joint Optimisation of CNN & Sequential Neural Network Architectures for Superior Speech Emotion Recognition Thejan Rajapakshe R. Rana Sara Khalifa Berrak Sisman Bjorn W. Schuller Carlos Busso AI4TS 30 0 0 21 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei-Yue Wang Chao Qian Chang Xu Mamba 42 139 0 14 Mar 2024
ECToNAS: Evolutionary Cross-Topology Neural Architecture Search Elisabeth J. Schiessler R. Aydin C. Cyron 26 0 0 08 Mar 2024
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth Juan Zou Weiwei Jiang Yizhang Xia Yuan Liu Zhanglu Hou 26 0 0 05 Mar 2024
LeMo-NADe: Multi-Parameter Neural Architecture Discovery with LLMs Md Hafizur Rahman Prabuddha Chakraborty 24 5 0 28 Feb 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 40 1 0 28 Feb 2024
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 33 0 0 28 Feb 2024
Searching a Lightweight Network Architecture for Thermal Infrared Pedestrian Tracking Peng Gao Xiao Liu Yu Wang Ruyue Yuan 24 1 0 26 Feb 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 47 0 0 18 Jan 2024
AdaNAS: Adaptively Post-processing with Self-supervised Neural Architecture Search for Ensemble Rainfall Forecasts Yingpeng Wen Weijiang Yu Fudan Zheng Dan Huang Nong Xiao 37 1 0 26 Dec 2023
Efficient Architecture Search via Bi-level Data Pruning Chongjun Tu Peng Ye Weihao Lin Hancheng Ye Chong Yu Tao Chen Baopu Li Wanli Ouyang 40 2 0 21 Dec 2023
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Hongyi He Longjun Liu Haonan Zhang Nanning Zheng 27 8 0 19 Dec 2023
Weight-Entanglement Meets Gradient-Based Neural Architecture Search R. Sukthanker Arjun Krishnakumar Mahmoud Safari Frank Hutter 37 3 0 16 Dec 2023
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators Tianyi Chen Tianyu Ding Zhihui Zhu Zeyu Chen HsiangTao Wu Ilya Zharkov Luming Liang 21 3 0 15 Dec 2023
Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI Feedback Xiangyi Li Jiajia Guo Chao-Kai Wen Shi Jin 10 2 0 27 Nov 2023