Generalizing Few-Shot NAS with Gradient Matching

29 March 2022

Lanqing Hong

Papers citing "Generalizing Few-Shot NAS with Gradient Matching"

25 / 25 papers shown

Title
Put CASH on Bandits: A Max K-Armed Problem for Automated Machine Learning Amir Rezaei Balef Claire Vernade Katharina Eggensperger 38 0 0 08 May 2025
Subnet-Aware Dynamic Supernet Training for Neural Architecture Search Jeimin Jeon Youngmin Oh J. Lee Donghyeon Baek Dohyung Kim Chanho Eom Bumsub Ham 46 0 0 13 Mar 2025
Forward Once for All: Structural Parameterized Adaptation for Efficient Cloud-coordinated On-device Recommendation Kairui Fu Zheqi Lv Shengyu Zhang Fan Wu Kun Kuang 35 0 0 07 Jan 2025
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning J. Li Jiawen Zhang Feng Wang Lianbo Ma 79 0 0 14 Dec 2024
One-pass Multiple Conformer and Foundation Speech Systems Compression and Quantization Using An All-in-one Neural Model Zhaoqing Li Haoning Xu Tianzi Wang Shoukang Hu Zengrui Jin Shujie Hu Jiajun Deng Mingyu Cui Mengzhe Geng Xunying Liu MQ 26 1 0 14 Jun 2024
CE-NAS: An End-to-End Carbon-Efficient Neural Architecture Search Framework Yiyang Zhao Yunzhuo Liu Bo Jiang Tian Guo 32 3 0 03 Jun 2024
Multi-Objective Neural Architecture Search by Learning Search Space Partitions Yiyang Zhao Linnan Wang Tian Guo 43 1 0 01 Jun 2024
AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search Junghyup Lee Bumsub Ham 24 6 0 28 Mar 2024
Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach Beichen Zhang Xiaoxing Wang Xiaohan Qin Junchi Yan 25 4 0 18 Mar 2024
Learning to Compose SuperWeights for Neural Parameter Allocation Search Piotr Teterwak Soren Nelson Nikoli Dryden D. Bashkirova Kate Saenko Bryan A. Plummer 23 1 0 03 Dec 2023
DBsurf: A Discrepancy Based Method for Discrete Stochastic Gradient Estimation Pau Mulet Arabí Alec Flowers Lukas Mauch Fabien Cardinaux BDL 24 0 0 07 Sep 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 31 1 0 21 Jun 2023
DC-CCL: Device-Cloud Collaborative Controlled Learning for Large Vision Models Yucheng Ding Chaoyue Niu Fan Wu Shaojie Tang Chengfei Lyu Guihai Chen 20 6 0 18 Mar 2023
PA&DA: Jointly Sampling PAth and DAta for Consistent NAS Shunong Lu Yu Hu Longxing Yang Zihao Sun Jilin Mei Jianchao Tan Chengru Song 19 7 0 28 Feb 2023
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension Xin He Jiangchao Yao Yuxin Wang Zhenheng Tang Ka Chu Cheung Simon See Bo Han X. Chu 14 9 0 23 Nov 2022
Automated Dominative Subspace Mining for Efficient Neural Architecture Search Yaofo Chen Yong Guo Daihai Liao Fanbing Lv Hengjie Song James Tin-Yau Kwok Mingkui Tan 31 4 0 31 Oct 2022
Efficient Non-Parametric Optimizer Search for Diverse Tasks Ruochen Wang Yuanhao Xiong Minhao Cheng Cho-Jui Hsieh 21 5 0 27 Sep 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 29 71 0 20 Jul 2022
Improve Ranking Correlation of Super-net through Training Scheme from One-shot NAS to Few-shot NAS Jia-Wen Liu Kai Zhang Weitai Hu Qing Yang 20 1 0 13 Jun 2022
A Survey of Supernet Optimization and its Applications: Spatial and Temporal Optimization for Neural Architecture Search Stephen Cha Taehyeon Kim Hayeon Lee Se-Young Yun AI4CE 30 2 0 08 Apr 2022
Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics Wuyang Chen Xinyu Gong Junru Wu Yunchao Wei Humphrey Shi Zhicheng Yan Yi Yang Zhangyang Wang 24 9 0 26 Aug 2021
Dataset Condensation with Differentiable Siamese Augmentation Bo-Lu Zhao Hakan Bilen DD 194 288 0 16 Feb 2021
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 66 366 0 20 Sep 2019
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,561 0 17 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016