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Neural Architecture Search

116 papers

Papers per year

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Papers

Task-Adaptive Neural Network Search with Meta-Contrastive Learning NIPS 2021
NAS-Bench-x11 and the Power of Learning Curves NIPS 2021
AutoGEL: An Automated Graph Neural Network with Explicit Link Information NIPS 2021
Fitting the Search Space of Weight-sharing NAS with Graph Convolutional Networks AAAI 2021
One-shot Graph Neural Architecture Search with Dynamic Search Space AAAI 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search AAAI 2021
AdvantageNAS: Efficient Neural Architecture Search with Credit Assignment AAAI 2021
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search AAAI 2021
Neural Architecture Search as Sparse Supernet AAAI 2021
Automated Concatenation of Embeddings for Structured Prediction ACL 2021
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search CVPR 2021
ReNAS: Relativistic Evaluation of Neural Architecture Search CVPR 2021
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search CVPR 2021
Contrastive Neural Architecture Search With Neural Architecture Comparators CVPR 2021
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection CVPR 2021
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search CVPR 2021
Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search CVPR 2021
Prioritized Architecture Sampling With Monto-Carlo Tree Search CVPR 2021
Neural Architecture Search With Random Labels CVPR 2021
Searching for Fast Model Families on Datacenter Accelerators CVPR 2021
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling CVPR 2021
AUTOSUMM: Automatic Model Creation for Text Summarization EMNLP 2021
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search ICCV 2021
Revisiting Parameter Sharing for Automatic Neural Channel Number Search NIPS 2020
Design Space for Graph Neural Networks NIPS 2020