Methods › General › Optimization › Sharpness-Aware Minimization

Sharpness-Aware Minimization

142 papers tagged archive 2025-07-28

Introduced by Pierre Foret et al. in Sharpness-Aware Minimization for Efficiently Improving Generalization

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

Papers archive 2025-07-28

30 shown of 142, 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.

• SAMO: A Lightweight Sharpness-Aware Approach for Multi-Task Optimization with Joint Global-Local Perturbation
  10 Jul 2025 · 1 repository · arXiv:2507.07883
  Syntology ran 0 of 1 samples · 1 unverified
• Sharpness-Aware Machine Unlearning
  16 Jun 2025 · 0 repositories · arXiv:2506.13715
  Syntology ran 1 of 1 samples · 0 unverified
• From Sharpness to Better Generalization for Speech Deepfake Detection
  13 Jun 2025 · 0 repositories · arXiv:2506.11532
• Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization
  29 May 2025 · 0 repositories · arXiv:2505.23866
• An Analysis of Concept Bottleneck Models: Measuring, Understanding, and Mitigating the Impact of Noisy Annotations
  22 May 2025 · 0 repositories · arXiv:2505.16705
• Improving Generalization of Medical Image Registration Foundation Model
  10 May 2025 · 1 repository · arXiv:2505.06527
• Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning
  8 May 2025 · 0 repositories · arXiv:2505.04877
• Focal-SAM: Focal Sharpness-Aware Minimization for Long-Tailed Classification
  3 May 2025 · 0 repositories · arXiv:2505.01660
• Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections
  23 Apr 2025 · 0 repositories · arXiv:2504.16612
• Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning
  20 Apr 2025 · 1 repository · arXiv:2504.14662
  Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
• DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization
  30 Mar 2025 · 0 repositories · arXiv:2503.23430
• FairSAM: Fair Classification on Corrupted Data Through Sharpness-Aware Minimization
  29 Mar 2025 · 0 repositories · arXiv:2503.22934
• The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation
  27 Mar 2025 · 0 repositories · arXiv:2503.21150
• Training Diagonal Linear Networks with Stochastic Sharpness-Aware Minimization
  14 Mar 2025 · 0 repositories · arXiv:2503.11891
• Understanding Flatness in Generative Models: Its Role and Benefits
  14 Mar 2025 · 0 repositories · arXiv:2503.11078
• Effective LLM Knowledge Learning via Model Generalization
  5 Mar 2025 · 0 repositories · arXiv:2503.03705
• LORENZA: Enhancing Generalization in Low-Rank Gradient LLM Training via Efficient Zeroth-Order Adaptive SAM
  26 Feb 2025 · 0 repositories · arXiv:2502.19571
• Monge SAM: Robust Reparameterization-Invariant Sharpness-Aware Minimization Based on Loss Geometry
  12 Feb 2025 · 0 repositories · arXiv:2502.08448
• Towards LLM Unlearning Resilient to Relearning Attacks: A Sharpness-Aware Minimization Perspective and Beyond
  7 Feb 2025 · 1 repository · arXiv:2502.05374
  Syntology ran 2 of 7 samples · 5 unverified
• GCSAM: Gradient Centralized Sharpness Aware Minimization
  20 Jan 2025 · 1 repository · arXiv:2501.11584
• Weight Averaging for Out-of-Distribution Generalization and Few-Shot Domain Adaptation
  14 Jan 2025 · 0 repositories · arXiv:2501.08361
• Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm
  11 Jan 2025 · 0 repositories · arXiv:2501.06603
• SAFER: Sharpness Aware layer-selective Finetuning for Enhanced Robustness in vision transformers
  2 Jan 2025 · 0 repositories · arXiv:2501.01529
• Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation
  19 Dec 2024 · 0 repositories · arXiv:2412.15380
• Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes
  18 Dec 2024 · 0 repositories · arXiv:2412.13573
• SSE-SAM: Balancing Head and Tail Classes Gradually through Stage-Wise SAM
  18 Dec 2024 · 1 repository · arXiv:2412.13715
• Meta Curvature-Aware Minimization for Domain Generalization
  16 Dec 2024 · 0 repositories · arXiv:2412.11542
• GAQAT: gradient-adaptive quantization-aware training for domain generalization
  7 Dec 2024 · 0 repositories · arXiv:2412.05551
• Towards Understanding the Role of Sharpness-Aware Minimization Algorithms for Out-of-Distribution Generalization
  6 Dec 2024 · 0 repositories · arXiv:2412.05169
• Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning
  4 Dec 2024 · 2 repositories · arXiv:2412.03752

Tasks archive 2025-07-28

20 shown of 115 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