% Key papers for Efficient NAS search strategies (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_cars_15221, title = {{CARS: Continuous Evolution for Efficient Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{icml2019_nas_37562, title = {{NAS-Bench-101: Towards Reproducible Neural Architecture Search}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/4009}, } @inproceedings{cvpr2020_sgas_16162, title = {{SGAS: Sequential Greedy Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2020_block_15204, title = {{Block-Wisely Supervised Neural Architecture Search With Knowledge Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{iclr2020_evaluating_29431, title = {{Evaluating The Search Phase of Neural Architecture Search}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=H1loF2NFwr}, } @inproceedings{cvpr2020_meta_15883, title = {{Meta-Learning of Neural Architectures for Few-Shot Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2020_dsnas_15335, title = {{DSNAS: Direct Neural Architecture Search Without Parameter Retraining}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2020_econas_15457, title = {{EcoNAS: Finding Proxies for Economical Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{iclr2020_nas_29555, title = {{NAS evaluation is frustratingly hard}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=HygrdpVKvr}, } @inproceedings{iclr2019_graph_29182, title = {{Graph HyperNetworks for Neural Architecture Search}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/740}, } @inproceedings{cvpr2021_fbnetv3_16989, title = {{FBNetV3: Joint Architecture-Recipe Search Using Predictor Pretraining}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2020_brp_59422, title = {{BRP-NAS: Prediction-based NAS using GCNs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17634}, } @inproceedings{aaai2020_efficient_102281, title = {{Efficient Neural Architecture Search via Proximal Iterations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6143}, } @inproceedings{cvpr2021_attentivenas_16612, title = {{AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2021_renas_17705, title = {{ReNAS: Relativistic Evaluation of Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{cvpr2020_improving_15682, title = {{Improving One-Shot NAS by Suppressing the Posterior Fading}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{iclr2020_nas_29487, title = {{NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=HJxyZkBKDr}, } @inproceedings{cvpr2021_contrastive_16751, title = {{Contrastive Neural Architecture Search With Neural Architecture Comparators}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2020_bridging_59488, title = {{Bridging the Gap between Sample-based and One-shot Neural Architecture Search with BONAS}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17767}, } @inproceedings{cvpr2020_gp_15584, title = {{GP-NAS: Gaussian Process Based Neural Architecture Search}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{aaai2025_efficient_8905, title = {{Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34174}, } @inproceedings{cvpr2025_training_27946, title = {{Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34586}, } @inproceedings{icml2024_encodings_45000, title = {{Encodings for Prediction-based Neural Architecture Search}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33452}, } @inproceedings{neurips2025_per_79174, title = {{Per-Architecture Training-Free Metric Optimization for Neural Architecture Search}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=mVh0lIsdUl}, } @inproceedings{cvpr2024_insights_23807, title = {{Insights from the Use of Previously Unseen Neural Architecture Search Datasets}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29726}, } @inproceedings{iclr2024_robustifying_35341, title = {{Robustifying and Boosting Training-Free Neural Architecture Search}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17732}, } @inproceedings{neurips2024_einspace_74045, title = {{einspace: Searching for Neural Architectures from Fundamental Operations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93480}, } @inproceedings{neurips2025_tf_75502, title = {{TF-MAS: Training-free Mamba2 Architecture Search}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=8q2kReYRDn}, } @inproceedings{iclr2025_near_82562, title = {{NEAR: A Training-Free Pre-Estimator of Machine Learning Model Performance}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29235}, } @inproceedings{iclr2026_constraint_87802, title = {{Constraint-guided Hardware-aware NAS through Gradient Modification}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=fcKMFIiNFQ}, } @inproceedings{cvpr2026_hypernas_95833, title = {{HyperNAS: Enhancing Architecture Representation for NAS Predictor via Hypernetwork}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Lv_HyperNAS_Enhancing_Architecture_Representation_for_NAS_Predictor_via_Hypernetwork_CVPR_2026_paper.html}, } @inproceedings{icml2024_towards_44546, title = {{Towards Neural Architecture Search through Hierarchical Generative Modeling}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33906}, } @inproceedings{cvpr2026_vision_96306, title = {{Vision-Oriented Lightweight Neural Architecture Search with Budget-Adaptive Evaluation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2026}, url = {https://openaccess.thecvf.com/content/CVPR2026/html/Fan_Vision-Oriented_Lightweight_Neural_Architecture_Search_with_Budget-Adaptive_Evaluation_CVPR_2026_paper.html}, }