Methods › General › Neural Architecture Search › DARTS

Differentiable Architecture Search

DARTS

143 papers tagged archive 2025-07-28

Introduced by Hanxiao Liu et al. in DARTS: Differentiable Architecture Search

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 143, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Half Search Space is All You Need
  19 May 2025 · 0 repositories · arXiv:2505.13586
• Regularizing Differentiable Architecture Search with Smooth Activation
  22 Apr 2025 · 0 repositories · arXiv:2504.16306
• Multi-Task Neural Architecture Search Using Architecture Embedding and Transfer Rank
  1 Apr 2025 · 0 repositories · arXiv:2504.00772
• Architecture-Aware Minimization (A²M): How to Find Flat Minima in Neural Architecture Search
  13 Mar 2025 · 1 repository · arXiv:2503.10404
• An Architectural Approach to Enhance Deep Long-Tailed Learning
  9 Nov 2024 · 0 repositories · arXiv:2411.06098
• EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition
  22 Sep 2024 · 0 repositories · arXiv:2409.14432
• OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength
  22 Sep 2024 · 1 repository · arXiv:2409.14433
• Relax DARTS: Relaxing the Constraints of Differentiable Architecture Search for Eye Movement Recognition
  18 Sep 2024 · 0 repositories · arXiv:2409.11652
• TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification
  2 Aug 2024 · 0 repositories · arXiv:2408.01311
• Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets
  11 Jun 2024 · 0 repositories · arXiv:2406.07028
• CAP: A Context-Aware Neural Predictor for NAS
  4 Jun 2024 · 1 repository · arXiv:2406.02056
  Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
• The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol
  26 May 2024 · 0 repositories · arXiv:2405.16610
• Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network
  6 May 2024 · 1 repository · arXiv:2405.03420
• FR-NAS: Forward-and-Reverse Graph Predictor for Efficient Neural Architecture Search
  24 Apr 2024 · 1 repository · arXiv:2404.15622
• ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers
  8 Apr 2024 · 0 repositories · arXiv:2404.08002
• emoDARTS: Joint Optimisation of CNN & Sequential Neural Network Architectures for Superior Speech Emotion Recognition
  21 Mar 2024 · 1 repository · arXiv:2403.14083
• PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques
  4 Jan 2024 · 1 repository · arXiv:2401.02122
• Efficient Architecture Search via Bi-level Data Pruning
  21 Dec 2023 · 0 repositories · arXiv:2312.14200
• IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
  19 Dec 2023 · 1 repository · arXiv:2312.12648
• MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers
  27 Oct 2023 · 0 repositories · arXiv:2310.18384
• Operation-Level Early Stopping for Robustifying Differentiable NAS
  21 Sep 2023 · 1 repository
• Word Sense Disambiguation as a Game of Neurosymbolic Darts
  25 Jul 2023 · 0 repositories · arXiv:2307.16663
• DARTS: Double Attention Reference-based Transformer for Super-resolution
  17 Jul 2023 · 1 repository · arXiv:2307.08837
• Search-time Efficient Device Constraints-Aware Neural Architecture Search
  10 Jul 2023 · 0 repositories · arXiv:2307.04443
• Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture
  21 Jun 2023 · 1 repository · arXiv:2306.11982
• Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization
  12 Jun 2023 · 1 repository · arXiv:2306.06858
• Small Temperature is All You Need for Differentiable Architecture Search
  12 Jun 2023 · 0 repositories · arXiv:2306.06855
• Automated Search-Space Generation Neural Architecture Search
  25 May 2023 · 1 repository · arXiv:2305.18030
• Enhancing Speech Emotion Recognition Through Differentiable Architecture Search
  23 May 2023 · 1 repository · arXiv:2305.14402
• DartsReNet: Exploring new RNN cells in ReNet architectures
  11 Apr 2023 · 1 repository · arXiv:2304.05838

Tasks archive 2025-07-28

20 shown of 94 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections