Rethinking Architecture Selection in Differentiable NAS

10 August 2021

Papers citing "Rethinking Architecture Selection in Differentiable NAS"

50 / 96 papers shown

Title
Regularizing Differentiable Architecture Search with Smooth Activation Yanlin Zhou Mostafa El-Khamy Kee-Bong Song 22 0 0 22 Apr 2025
Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM Xin Xue Haoyi Zhou Tianyu Chen Shuai Zhang Yizhou Long Jianxin Li AI4TS 46 0 0 23 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
SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models Zicheng Cai Yaohua Tang Yutao Lai Hua Wang Z. Chen Hao Chen LLMAG VLM LRM 45 0 0 27 Feb 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
ILASH: A Predictive Neural Architecture Search Framework for Multi-Task Applications Md Hafizur Rahman Md. Mashfiq Rizvee Sumaiya Shomaji Prabuddha Chakraborty 80 0 0 03 Dec 2024
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength Le Yang Ziwei Zheng Yizeng Han Shiji Song Gao Huang Fan Li 21 1 0 22 Sep 2024
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition Huafeng Qin Hongyu Zhu Xin Jin Xin Yu M. El-Yacoubi Xinbo Gao 25 0 0 22 Sep 2024
Robust and Efficient Transfer Learning via Supernet Transfer in Warm-started Neural Architecture Search Prabhant Singh Joaquin Vanschoren AAML OOD 34 0 0 26 Jul 2024
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Difan Deng Marius Lindauer AI4TS 53 0 0 07 Jun 2024
Mitigating Bias in Dataset Distillation Justin Cui Ruochen Wang Yuanhao Xiong Cho-Jui Hsieh DD 39 1 0 06 Jun 2024
Calibrated Dataset Condensation for Faster Hyperparameter Search Mucong Ding Yuancheng Xu Tahseen Rabbani Xiaoyu Liu Brian J Gravelle Teresa M. Ranadive Tai-Ching Tuan Furong Huang DD 34 0 0 27 May 2024
The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol Konstanty Subbotko Wojciech Jablonski Piotr Bilinski 28 0 0 26 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 32 1 0 02 May 2024
The Simpler The Better: An Entropy-Based Importance Metric To Reduce Neural Networks' Depth Victor Quétu Zhu Liao Enzo Tartaglione 41 4 0 27 Apr 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective Aojun Lu Tao Feng Hangjie Yuan Xiaotian Song Yanan Sun 47 7 0 23 Apr 2024
Your Image is My Video: Reshaping the Receptive Field via Image-To-Video Differentiable AutoAugmentation and Fusion S. Casarin C. Ugwu Sergio Escalera O. Lanz 28 0 0 22 Mar 2024
Robust NAS under adversarial training: benchmark, theory, and beyond Yongtao Wu Fanghui Liu Carl-Johann Simon-Gabriel Grigorios G. Chrysos V. Cevher AAML OOD 35 3 0 19 Mar 2024
Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching Yuchen Zhang Tianle Zhang Kai Wang Ziyao Guo Yuxuan Liang Xavier Bresson Wei Jin Yang You 32 23 0 07 Feb 2024
Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions Suhan Cui Jiaqi Wang Yuan Zhong Han Liu Ting Wang Fenglong Ma 33 2 0 20 Jan 2024
SeqNAS: Neural Architecture Search for Event Sequence Classification Igor Udovichenko Egor Shvetsov Denis Divitsky Dmitry Osin I. Trofimov Anatoliy Glushenko I. Sukharev Dmitry Berestnev E. Burnaev 23 6 0 06 Jan 2024
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 25 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
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor H. Loya L. Dudziak Abhinav Mehrotra Royson Lee Javier Fernandez-Marques Nicholas D. Lane Hongkai Wen OOD 27 0 0 30 Nov 2023
AdaFlood: Adaptive Flood Regularization Wonho Bae Yi Ren Mohamad Osama Ahmed Frederick Tung Danica J. Sutherland Gabriel L. Oliveira AI4CE 37 1 0 06 Nov 2023
ASP: Automatic Selection of Proxy dataset for efficient AutoML Peng Yao Chao Liao Jiyuan Jia Jianchao Tan Bin Chen Chengru Song Di Zhang 16 2 0 17 Oct 2023
LEMON: Lossless model expansion Yite Wang Jiahao Su Hanlin Lu Cong Xie Tianyi Liu Jianbo Yuan Haibin Lin Ruoyu Sun Hongxia Yang 17 12 0 12 Oct 2023
Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching Ziyao Guo Kai Wang George Cazenavette Hui Li Kaipeng Zhang Yang You DD 32 61 0 09 Oct 2023
Long-range Meta-path Search on Large-scale Heterogeneous Graphs Chao Li Zijie Guo Qiuting He Hao Xu Kun He 21 2 0 17 Jul 2023
Search-time Efficient Device Constraints-Aware Neural Architecture Search Oshin Dutta Tanu Kanvar Sumeet Agarwal 33 3 0 10 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 31 1 0 21 Jun 2023
Neural Fine-Tuning Search for Few-Shot Learning Panagiotis Eustratiadis L. Dudziak Da Li Timothy M. Hospedales 32 3 0 15 Jun 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Jiuling Zhang Zhiming Ding AAML 21 3 0 12 Jun 2023
Small Temperature is All You Need for Differentiable Architecture Search Jiuling Zhang Zhiming Ding 11 1 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
DynaShare: Task and Instance Conditioned Parameter Sharing for Multi-Task Learning E. Rahimian Golara Javadi Frederick Tung Gabriel L. Oliveira MoE 22 2 0 26 May 2023
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture Search Alexandre Heuillet A. Nasser Hichem Arioui Hedi Tabia AI4CE 22 11 0 11 Apr 2023
Robust Neural Architecture Search Xunyu Zhu Jian Li Yong-Jin Liu Weiping Wang AAML 18 2 0 06 Apr 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
Auto-HeG: Automated Graph Neural Network on Heterophilic Graphs Xin Zheng Miao Zhang C. Chen Q. Zhang Chuan Zhou Shirui Pan GNN 36 30 0 23 Feb 2023
Symbolic Discovery of Optimization Algorithms Xiangning Chen Chen Liang Da Huang Esteban Real Kaiyuan Wang ... Xuanyi Dong Thang Luong Cho-Jui Hsieh Yifeng Lu Quoc V. Le 58 350 0 13 Feb 2023
Operation-level Progressive Differentiable Architecture Search Xunyu Zhu Jian Li Yong Liu Weiping Wang 26 6 0 11 Feb 2023
Improving Differentiable Architecture Search via Self-Distillation Xunyu Zhu Jian Li Yong Liu Weiping Wang 19 7 0 11 Feb 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 34 130 0 20 Jan 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search Peng Ye Tong He Baopu Li Tao Chen Lei Bai Wanli Ouyang OOD 38 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Y. Sun 26 12 0 14 Jan 2023
Scaling Up Dataset Distillation to ImageNet-1K with Constant Memory Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 22 129 0 19 Nov 2022
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling Bicheng Guo Shuxuan Guo Miaojing Shi Peng Cheng Shibo He Jiming Chen Kaicheng Yu 16 2 0 18 Nov 2022
Speeding up NAS with Adaptive Subset Selection Vishak Prasad Colin White P. Jain Sibasis Nayak Ganesh Ramakrishnan BDL 21 5 0 02 Nov 2022