Methods › General › Neural Architecture Search › Differentiable NAS

Differentiable Neural Architecture Search

Differentiable NAS

39 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.

The archive carries no description for this method.

Papers archive 2025-07-28

30 shown of 39, 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.

• Architecture-Aware Minimization (A²M): How to Find Flat Minima in Neural Architecture Search
  13 Mar 2025 · 1 repository · arXiv:2503.10404
• ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm
  8 Mar 2025 · 1 repository · arXiv:2503.06092
• The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol
  26 May 2024 · 0 repositories · arXiv:2405.16610
• A Lightweight Neural Architecture Search Model for Medical Image Classification
  6 May 2024 · 0 repositories · arXiv:2405.03462
• G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection
  7 Feb 2024 · 1 repository · arXiv:2402.04672
  Syntology ran 0 of 1 samples · 1 unverified
• Rankitect: Ranking Architecture Search Battling World-class Engineers at Meta Scale
  14 Nov 2023 · 0 repositories · arXiv:2311.08430
• NASiam: Efficient Representation Learning using Neural Architecture Search for Siamese Networks
  31 Jan 2023 · 1 repository · arXiv:2302.00059
• NAS-PRNet: Neural Architecture Search generated Phase Retrieval Net for Off-axis Quantitative Phase Imaging
  25 Oct 2022 · 0 repositories · arXiv:2210.14231
• RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation
  8 Jun 2022 · 0 repositories · arXiv:2206.04682
• Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks
  1 Jun 2022 · 1 repository · arXiv:2206.00302
• Efficient Architecture Search for Diverse Tasks
  15 Apr 2022 · 1 repository · arXiv:2204.07554
• Why Does DARTS Miss the Target, and How Do We Aim to Fix It?
  17 Jan 2022 · 0 repositories
• UDC: Unified DNAS for Compressible TinyML Models
  15 Jan 2022 · 0 repositories · arXiv:2201.05842
• BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
  25 Nov 2021 · 0 repositories · arXiv:2111.13204
• Towards a Robust Differentiable Architecture Search under Label Noise
  23 Oct 2021 · 0 repositories · arXiv:2110.12197
• D-DARTS: Distributed Differentiable Architecture Search
  20 Aug 2021 · 1 repository · arXiv:2108.09306
• Rethinking Architecture Selection in Differentiable NAS
  10 Aug 2021 · 1 repository · arXiv:2108.04392
  Syntology ran 2 of 8 samples · 6 unverified
• Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis
  22 Jun 2021 · 0 repositories · arXiv:2106.11542
• Zero-Cost Operation Scoring in Differentiable Architecture Search
  12 Jun 2021 · 1 repository · arXiv:2106.06799
  Syntology ran 4 of 10 samples · 6 unverified
• Network Space Search for Pareto-Efficient Spaces
  22 Apr 2021 · 0 repositories · arXiv:2104.11014
• End-to-end Keyword Spotting using Neural Architecture Search and Quantization
  14 Apr 2021 · 0 repositories · arXiv:2104.06666
• HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search
  23 Feb 2021 · 2 repositories · arXiv:2102.11646
  Syntology ran 2 of 6 samples · 4 unverified
• Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization
  18 Dec 2020 · 2 repositories · arXiv:2012.10138
• Neural Architecture Search of SPD Manifold Networks
  27 Oct 2020 · 1 repository · arXiv:2010.14535
  Syntology ran 3 of 7 samples · 4 unverified · 1 pointer-only (licence)
• MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers
  21 Oct 2020 · 1 repository · arXiv:2010.11267
• BNAS-v2: Memory-efficient and Performance-collapse-prevented Broad Neural Architecture Search
  18 Sep 2020 · 0 repositories · arXiv:2009.08886
• RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning
  14 Sep 2020 · 2 repositories · arXiv:2009.06193
• Understanding the wiring evolution in differentiable neural architecture search
  2 Sep 2020 · 1 repository · arXiv:2009.01272
• CP-NAS: Child-Parent Neural Architecture Search for Binary Neural Networks
  30 Apr 2020 · 0 repositories · arXiv:2005.00057
• DSNAS: Direct Neural Architecture Search without Parameter Retraining
  21 Feb 2020 · 1 repository · arXiv:2002.09128
  Syntology ran 0 of 1 samples · 1 unverified

Tasks archive 2025-07-28

20 shown of 41 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