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2203.08065
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Surrogate Gap Minimization Improves Sharpness-Aware Training
International Conference on Learning Representations (ICLR), 2022
15 March 2022
Juntang Zhuang
Boqing Gong
Liangzhe Yuan
Huayu Chen
Hartwig Adam
Nicha Dvornek
S. Tatikonda
James Duncan
Ting Liu
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Papers citing
"Surrogate Gap Minimization Improves Sharpness-Aware Training"
50 / 132 papers shown
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Modality-Aware SAM: Sharpness-Aware-Minimization Driven Gradient Modulation for Harmonized Multimodal Learning
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Jie Ji
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Hyungjun Joo
Sangwoo Hong
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213
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08 Oct 2025
Adaptively Sampling-Reusing-Mixing Decomposed Gradients to Speed Up Sharpness Aware Minimization
Jiaxin Deng
Junbiao Pang
193
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04 Oct 2025
Beyond Magic Words: Sharpness-Aware Prompt Evolving for Robust Large Language Models with TARE
Guancheng Wan
Lucheng Fu
Haoxin Liu
Yiqiao Jin
Hui Yi Leong
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Xiangru Tang
B. A. Prakash
Yizhou Sun
Wei Wang
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28 Sep 2025
CoT-Space: A Theoretical Framework for Internal Slow-Thinking via Reinforcement Learning
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OffRL
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315
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04 Sep 2025
VASSO: Variance Suppression for Sharpness-Aware Minimization
Bingcong Li
Yilang Zhang
G. Giannakis
329
1
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02 Sep 2025
Quantization Meets OOD: Generalizable Quantization-aware Training from a Flatness Perspective
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Yuan Meng
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Han Yu
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Wenwu Zhu
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141
1
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31 Aug 2025
Bi-LoRA: Efficient Sharpness-Aware Minimization for Fine-Tuning Large-Scale Models
Yuhang Liu
Tao Li
Zhehao Huang
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137
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27 Aug 2025
C-Flat++: Towards a More Efficient and Powerful Framework for Continual Learning
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Hangjie Yuan
Zixiang Zhao
Yifan Zhu
Aojun Lu
Tao Feng
Yanan Sun
215
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26 Aug 2025
Curvature Learning for Generalization of Hyperbolic Neural Networks
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Xiaomeng Fan
Yuwei Wu
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Mehrtash Harandi
Yunde Jia
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24 Aug 2025
Domain-Generalization to Improve Learning in Meta-Learning Algorithms
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Chris Stockman
Cat Luong
J. Zhan
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260
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13 Aug 2025
Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond
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Qingcheng Zhu
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Linlin Yang
Zhongqian Fu
Baochang Zhang
221
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01 Aug 2025
Communication-Efficient Distributed Training for Collaborative Flat Optima Recovery in Deep Learning
Tolga Dimlioglu
A. Choromańska
FedML
311
1
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27 Jul 2025
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization
Youngjun Song
Youngsik Hwang
Jonghun Lee
Heechang Lee
Dong-Young Lim
AAML
341
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01 Jul 2025
Generalized Incremental Learning under Concept Drift across Evolving Data Streams
En Yu
Jie Lu
G. Zhang
CLL
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269
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06 Jun 2025
LightSAM: Parameter-Agnostic Sharpness-Aware Minimization
Yifei Cheng
Li Shen
Hao Sun
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Enhong Chen
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267
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30 May 2025
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Jiarui Wang
Huiyu Duan
Guangtao Zhai
Xiongkuo Min
278
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26 May 2025
Towards Robust Influence Functions with Flat Validation Minima
International Conference on Machine Learning (ICML), 2025
Xichen Ye
Yifan Wu
Weizhong Zhang
Cheng Jin
Yifan Chen
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487
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25 May 2025
Optimization-Inspired Few-Shot Adaptation for Large Language Models
Boyan Gao
Xin Wang
Jianlong Wu
David A. Clifton
335
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25 May 2025
Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning
Lianbo Ma
Jianlun Ma
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Guoyang Xie
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361
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EasyRobust: A Comprehensive and Easy-to-use Toolkit for Robust and Generalized Vision
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YueFeng Chen
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Hui Xue
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366
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FedPCA: Noise-Robust Fair Federated Learning via Performance-Capacity Analysis
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Zengqiang Yan
Nong Sang
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254
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Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching
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Zhuo Kuang
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335
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Sharpness-Aware Minimization: General Analysis and Improved Rates
International Conference on Learning Representations (ICLR), 2025
Dimitris Oikonomou
Nicolas Loizou
373
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04 Mar 2025
Gradient-Guided Annealing for Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2025
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Christos Diou
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LORENZA: Enhancing Generalization in Low-Rank Gradient LLM Training via Efficient Zeroth-Order Adaptive SAM
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Tom Tirer
465
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SASSHA: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation
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328
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Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm
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241
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Dual-Representation Interaction Driven Image Quality Assessment with Restoration Assistance
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401
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DiM:
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-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation
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Houcheng Su
Nan Yin
Mengzhu Wang
Li Shen
360
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Reliable Poisoned Sample Detection against Backdoor Attacks Enhanced by Sharpness Aware Minimization
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J. Bilmes
348
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Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification
Neural Information Processing Systems (NeurIPS), 2024
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Xiaochun Cao
Jing Tang
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315
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Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant Problems
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327
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Adaptive Adversarial Cross-Entropy Loss for Sharpness-Aware Minimization
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252
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