% Key papers for One-shot and few-shot supernets (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_greedynas_15622, title = {{GreedyNAS: Towards Fast One-Shot NAS With Greedy Supernet}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{icml2019_bayesnas_37176, title = {{BayesNAS: A Bayesian Approach for Neural Architecture Search}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/4231}, } @inproceedings{iclr2020_nas_29652, title = {{NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=SJx9ngStPH}, } @inproceedings{iclr2021_zero_29954, title = {{Zero-Cost Proxies for Lightweight NAS}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2861}, } @inproceedings{cvpr2021_prioritized_17646, title = {{Prioritized Architecture Sampling With Monto-Carlo Tree Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2021_evaluating_61718, title = {{Evaluating Efficient Performance Estimators of Neural Architectures}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26776}, } @inproceedings{cvpr2024_az_22697, title = {{AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30061}, } @inproceedings{cvpr2021_searching_17833, title = {{Searching by Generating: Flexible and Efficient One-Shot NAS With Architecture Generator}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{iclr2023_zico_33256, title = {{ZiCo: Zero-shot NAS via inverse Coefficient of Variation on Gradients}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11507}, } @inproceedings{aaai2023_proxybo_4443, title = {{ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26169}, } @inproceedings{cvpr2023_pa_21797, title = {{PA\&DA: Jointly Sampling Path and Data for Consistent NAS}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/23279}, } @inproceedings{cvpr2023_hotnas_21122, title = {{HOTNAS: Hierarchical Optimal Transport for Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21346}, } @inproceedings{neurips2022_nas_66464, title = {{NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55753}, } @inproceedings{aaai2023_nas_4223, title = {{NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25949}, } @inproceedings{aaai2025_parzc_10264, title = {{ParZC: Parametric Zero-Cost Proxies for Efficient NAS}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33793}, } @inproceedings{iclr2022_generalizing_31432, title = {{Generalizing Few-Shot NAS with Gradient Matching}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6058}, } @inproceedings{icml2021_few_39348, title = {{Few-Shot Neural Architecture Search}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/8891}, } @inproceedings{icml2021_k_39489, title = {{K-shot NAS: Learnable Weight-Sharing for NAS with K-shot Supernets}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021}, url = {https://icml.cc/virtual/2021/poster/10731}, } @inproceedings{neurips2023_meco_67736, title = {{MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72017}, } @inproceedings{cvpr2025_subnet_27773, title = {{Subnet-Aware Dynamic Supernet Training for Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34445}, } @inproceedings{iclr2024_swap_35479, title = {{SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17594}, } @inproceedings{aaai2025_hep_9383, title = {{HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34015}, } @inproceedings{cvpr2025_l_26686, title = {{L-SWAG: Layer-Sample Wise Activation with Gradients Information for Zero-Shot NAS on Vision Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34736}, } @inproceedings{iclr2025_w_82547, title = {{W-PCA Based Gradient-Free Proxy for Efficient Search of Lightweight Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29249}, } @inproceedings{icml2025_revisiting_48080, title = {{Revisiting Neural Networks for Few-Shot Learning: A Zero-Cost NAS Perspective}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44527}, }