Neural Architecture Search

AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling CVPR 2021 AutoGEL: An Automated Graph Neural Network with Explicit Link Information NeurIPS 2021 Automated Concatenation of Embeddings for Structured Prediction ACL 2021 AUTOSUMM: Automatic Model Creation for Text Summarization EMNLP 2021 BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search AAAI 2021 Contrastive Neural Architecture Search With Neural Architecture Comparators CVPR 2021 DDSAS: Dynamic and Differentiable Space-Architecture Search ACML 2021 DOTS: Decoupling Operation and Topology in Differentiable Architecture Search CVPR 2021 FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search ICCV 2021 Fitting the Search Space of Weight-sharing NAS with Graph Convolutional Networks AAAI 2021 Generic Neural Architecture Search via Regression NeurIPS 2021 Graph Differentiable Architecture Search with Structure Learning NeurIPS 2021 LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search CVPR 2021 NAS-Bench-x11 and the Power of Learning Curves NeurIPS 2021 NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters ACML 2021 Neural Architecture Search as Sparse Supernet AAAI 2021 Neural Architecture Search With Random Labels CVPR 2021 One-shot Graph Neural Architecture Search with Dynamic Search Space AAAI 2021 OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection CVPR 2021 Prioritized Architecture Sampling With Monto-Carlo Tree Search CVPR 2021 ReNAS: Relativistic Evaluation of Neural Architecture Search CVPR 2021 Sample-Efficient Automated Deep Reinforcement Learning ICLR 2021 Searching for Fast Model Families on Datacenter Accelerators CVPR 2021 Task-Adaptive Neural Network Search with Meta-Contrastive Learning NeurIPS 2021 TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework NeurIPS 2021