Description
Differentiable Architecture Search (DART) is a method for efficient architecture search. The search space is made continuous so that the architecture can be optimized with respect to its validation set performance through gradient descent.
Papers Using This Method
Half Search Space is All You Need2025-05-19Regularizing Differentiable Architecture Search with Smooth Activation2025-04-22Multi-Task Neural Architecture Search Using Architecture Embedding and Transfer Rank2025-04-01Architecture-Aware Minimization (A$^2$M): How to Find Flat Minima in Neural Architecture Search2025-03-13An Architectural Approach to Enhance Deep Long-Tailed Learning2024-11-09OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength2024-09-22EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition2024-09-22Relax DARTS: Relaxing the Constraints of Differentiable Architecture Search for Eye Movement Recognition2024-09-18TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification2024-08-02Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets2024-06-11CAP: A Context-Aware Neural Predictor for NAS2024-06-04The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol2024-05-26Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network2024-05-06FR-NAS: Forward-and-Reverse Graph Predictor for Efficient Neural Architecture Search2024-04-24ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers2024-04-08emoDARTS: Joint Optimisation of CNN & Sequential Neural Network Architectures for Superior Speech Emotion Recognition2024-03-21PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques2024-01-04Efficient Architecture Search via Bi-level Data Pruning2023-12-21IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance2023-12-19MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers2023-10-27