Differentiable NAS
Differentiable Neural Architecture Search
Papers Using This Method
Architecture-Aware Minimization (A$^2$M): How to Find Flat Minima in Neural Architecture Search2025-03-13ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm2025-03-08The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol2024-05-26A Lightweight Neural Architecture Search Model for Medical Image Classification2024-05-06G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection2024-02-07Rankitect: Ranking Architecture Search Battling World-class Engineers at Meta Scale2023-11-14NASiam: Efficient Representation Learning using Neural Architecture Search for Siamese Networks2023-01-31NAS-PRNet: Neural Architecture Search generated Phase Retrieval Net for Off-axis Quantitative Phase Imaging2022-10-25RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation2022-06-08Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks2022-06-01Efficient Architecture Search for Diverse Tasks2022-04-15Why Does DARTS Miss the Target, and How Do We Aim to Fix It?2022-01-17UDC: Unified DNAS for Compressible TinyML Models2022-01-15BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule2021-11-25Towards a Robust Differentiable Architecture Search under Label Noise2021-10-23D-DARTS: Distributed Differentiable Architecture Search2021-08-20Rethinking Architecture Selection in Differentiable NAS2021-08-10Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis2021-06-22Zero-Cost Operation Scoring in Differentiable Architecture Search2021-06-12Network Space Search for Pareto-Efficient Spaces2021-04-22