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Neural Architecture Search

116 directly classified papers

Papers per year

Papers

Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights CVPR 2025
GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven CVPR 2025
Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation AAAI 2025
Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning AAAI 2025
BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models EMNLP 2024
Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights NIPS 2024
UniADS: Universal Architecture-Distiller Search for Distillation Gap AAAI 2024
SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training AAAI 2024
SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model CVPR 2024
G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection AAAI 2024
Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations NIPS 2023
AutoMoE: Heterogeneous Mixture-of-Experts with Adaptive Computation for Efficient Neural Machine Translation ACL 2023
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars NIPS 2023
PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor AAAI 2023
NAR-Former: Neural Architecture Representation Learning Towards Holistic Attributes Prediction CVPR 2023
ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices ICCV 2023
AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution AAAI 2023
GENNAPE: Towards Generalized Neural Architecture Performance Estimators AAAI 2023
PIDS: Joint Point Interaction-Dimension Search for 3D Point Cloud WACV 2023
Differentiable Architecture Search With Random Features CVPR 2023
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies AAAI 2023
Multi-Agent Automated Machine Learning CVPR 2023
Adversarially Robust Neural Architecture Search for Graph Neural Networks CVPR 2023
HyperSegNAS: Bridging One-Shot Neural Architecture Search With 3D Medical Image Segmentation Using HyperNet CVPR 2022