v1v2 (latest)

mixup: Beyond Empirical Risk Minimization

International Conference on Learning Representations (ICLR), 2017

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
ODP-Bench: Benchmarking Out-of-Distribution Performance Prediction Han Yu Kehan Li Dongbai Li Yue He Xingxuan Zhang Peng Cui OODD 346 2 0 31 Oct 2025
Bias-Corrected Data Synthesis for Imbalanced Learning Pengfei Lyu Zhengchi Ma Linjun Zhang Anru R. Zhang 177 0 0 30 Oct 2025
Retaining Mixture Representations for Domain Generalized Anomalous Sound Detection Phurich Saengthong Tomoya Nishida Kota Dohi Natsuo Yamashita Yohei Kawaguchi 64 0 0 29 Oct 2025
Gradient-Weight Alignment as a Train-Time Proxy for Generalization in Classification Tasks Florian A. Hölzl Daniel Rueckert Georgios Kaissis 105 0 0 29 Oct 2025
Beyond Objects: Contextual Synthetic Data Generation for Fine-Grained Classification William Yang Xindi Wu Zhiwei Deng Esin Tureci Olga Russakovsky DiffM 122 0 0 28 Oct 2025
UHKD: A Unified Framework for Heterogeneous Knowledge Distillation via Frequency-Domain Representations Fengming Yu Haiwei Pan Kejia Zhang Jian Guan Haiying Jiang 137 0 0 28 Oct 2025
MergeMix: A Unified Augmentation Paradigm for Visual and Multi-Modal Understanding Xin Jin Siyuan Li Siyong Jian Kai Yu Huan Wang 116 0 0 27 Oct 2025
Semi-Supervised Learning under General Causal ModelsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Archer Moore Heejung Shim Jingge Zhu Mingming Gong CML 149 3 0 26 Oct 2025
Clustering by Denoising: Latent plug-and-play diffusion for single-cell data Dominik Meier Shixing Yu Sagnik Nandy Promit Ghosal Kyra Gan DiffM 100 0 0 26 Oct 2025
SemiETPicker: Fast and Label-Efficient Particle Picking for CryoET Tomography Using Semi-Supervised Learning Linhan Wang Jianwen Dou Wang Li Shengkun Wang Zhiwu Xie Chang-Tien Lu Yinlin Chen 3DPC 148 0 0 25 Oct 2025
REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects Yassine El Ouahidi Jonathan Lys Philipp Tholke Nicolas Farrugia Bastien Pasdeloup Vincent Gripon Karim Jerbi G. Lioi AI4TS VLM 110 0 0 24 Oct 2025
FrameShield: Adversarially Robust Video Anomaly Detection Mojtaba Nafez Mobina Poulaei Nikan Vasei Bardia Soltani Moakhar Mohammad Sabokrou M. Rohban AAML 146 0 0 24 Oct 2025
Cost-Sensitive Freeze-thaw Bayesian Optimization for Efficient Hyperparameter Tuning Dong Bok Lee Aoxuan Silvia Zhang Byungjoo Kim Junhyeon Park Steven Adriaensen J. H. Lee Sung Ju Hwang Hae Beom Lee 138 0 0 24 Oct 2025
Modest-Align: Data-Efficient Alignment for Vision-Language Models Jiaxiang Liu Yuan Wang Jiawei Du Joey Tianyi Zhou Mingkun Xu Zuozhu Liu VLM 112 0 0 24 Oct 2025
Compressing Quaternion Convolutional Neural Networks for Audio Classification Arshdeep Singh Vinayak Abrol Mark D. Plumbley 120 0 0 24 Oct 2025
What Does It Take to Build a Performant Selective Classifier? Stephan Rabanser Nicolas Papernot 190 0 0 23 Oct 2025
LM-mixup: Text Data Augmentation via Language Model based Mixup Zhijie Deng Zhouan Shen Ling Li Yao Zhou Zhaowei Zhu Yanji He Wei Wang Jiaheng Wei 98 0 0 23 Oct 2025
Towards Objective Obstetric Ultrasound Assessment: Contrastive Representation Learning for Fetal Movement Detection Talha Ilyas Duong Nhu Allison Thomas Arie Levin Lim Wei Yap ... Maya Reddy Euan Wallace Wenlong Cheng Zongyuan Ge Faezeh Marzbanrad 86 0 0 23 Oct 2025
Exploring Scale Shift in Crowd Localization under the Context of Domain Generalization Juncheng Wang Lei Shang Ziqi Liu Wang Lu Xixu Hu Zhe Hu Jindong Wang Shujun Wang 96 0 0 22 Oct 2025
Beyond Frequency: Scoring-Driven Debiasing for Object Detection via Blueprint-Prompted Image Synthesis Xinhao Cai Liulei Li Gensheng Pei Tao Chen Jinshan Pan Yazhou Yao Wenguan Wang 160 0 0 21 Oct 2025
Mitigating Clever Hans Strategies in Image Classifiers through Generating Counterexamples Sidney Bender Ole Delzer J. Herrmann Heike Marxfeld Klaus-Robert Müller G. Montavon 195 1 0 20 Oct 2025
Fair and Interpretable Deepfake Detection in Videos Akihito Yoshii Ryosuke Sonoda Ramya Srinivasan 166 0 0 20 Oct 2025
SAMix: Calibrated and Accurate Continual Learning via Sphere-Adaptive Mixup and Neural Collapse Trung-Anh Dang Vincent Nguyen Ngoc-Son Vu Christel Vrain AAML CLL 136 0 0 17 Oct 2025
Quantization-Based Score Calibration for Few-Shot Keyword Spotting with Dynamic Time Warping in Noisy Environments Kevin Wilkinghoff Alessia Cornaggia-Urrigshardt Zheng-Hua Tan 92 0 0 17 Oct 2025
Salient Concept-Aware Generative Data Augmentation Tianchen Zhao Xuanbai Chen Zhihua Li J. Fang Dongsheng An Xiang Xu Zhuowen Tu Yifan Xing DiffM 192 0 0 16 Oct 2025
Multi-Scale High-Resolution Logarithmic Grapher Module for Efficient Vision GNNs Mustafa Munir Alex Zhang R. Marculescu 132 2 0 15 Oct 2025
Universal Adaptive Environment Discovery Madi Matymov Ba-Hien Tran Maurizio Filippone OOD OffRL 88 0 0 14 Oct 2025
HoneyBee: Data Recipes for Vision-Language Reasoners Hritik Bansal Devandra Singh Sachan Kai-Wei Chang Aditya Grover Gargi Ghosh Wen-tau Yih Ramakanth Pasunuru VLM LRM 138 3 0 14 Oct 2025
Detect Anything via Next Point Prediction Qing Jiang Junan Huo Xingyu Chen Yuda Xiong Zhaoyang Zeng Yihao Chen Tianhe Ren Junzhi Yu Lei Zhang ObjD 195 11 0 14 Oct 2025
Revisiting Meta-Learning with Noisy Labels: Reweighting Dynamics and Theoretical Guarantees Yiming Zhang Chester Holtz Gal Mishne A. Cloninger NoLa 189 0 0 14 Oct 2025
Mixup Helps Understanding Multimodal Video Better Xiaoyu Ma Ding Ding Hao Chen 108 0 0 13 Oct 2025
MS-Mix: Unveiling the Power of Mixup for Multimodal Sentiment Analysis Hongyu Zhu Lin Chen M. El-Yacoubi Mingsheng Shang 109 0 0 13 Oct 2025
Predict Training Data Quality via Its Geometry in Metric Space Yang Ba Mohammad Sadeq Abolhasani Rong Pan 88 0 0 12 Oct 2025
Equipping Vision Foundation Model with Mixture of Experts for Out-of-Distribution Detection Shizhen Zhao Jiahui Liu Xin Wen Haoru Tan Xiaojuan Qi OODD VLM 222 0 0 12 Oct 2025
Denoised Diffusion for Object-Focused Image Augmentation N. Pillai Aditi Virupakshaiah Harrison W. Smith Amanda J. Ashworth Prasanna Gowda Phillip R. Owens Adam R. Rivers B. Nanduri Mahalingam Ramkumar MedIm 146 0 0 10 Oct 2025
Beyond Sub-6 GHz: Leveraging mmWave Wi-Fi for Gait-Based Person Identification Nabeel Nisar Bhat Maksim Karnaukh Jakob Struye Rafael Berkvens Jeroen Famaey 68 0 0 09 Oct 2025
Adaptive Gradient Calibration for Single-Positive Multi-Label Learning in Remote Sensing Image Scene Classification Chenying Liu Gianmarco Perantoni Lorenzo Bruzzone Xiao Xiang Zhu 98 0 0 09 Oct 2025
High-Rate Mixout: Revisiting Mixout for Robust Domain Generalization Masih Aminbeidokhti H. R. Medeiros Srikanth Muralidharan Eric Granger M. Pedersoli OOD 145 0 0 08 Oct 2025
Data Factory with Minimal Human Effort Using VLMs Jiaojiao Ye Jiaxing Zhong Qian Xie Yuzhou Zhou Niki Trigoni Andrew Markham DiffM VLM 176 0 0 07 Oct 2025
Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model Danush Kumar Venkatesh Adam Schmidt Muhammad Abdullah Jamal Omid Mohareri VGen MedIm 134 0 0 07 Oct 2025
From Moments to Models: Graphon Mixture-Aware Mixup and Contrastive Learning Ali Azizpour Reza Ramezanpour A. Sabharwal Santiago Segarra 186 0 0 04 Oct 2025
Lightweight and Generalizable Acoustic Scene Representations via Contrastive Fine-Tuning and Distillation Kuang Yuan Yang Gao Xilin Li Xinhao Mei Syavosh Zadissa Tarun Pruthi Saeed Bagheri Sereshki VLM 112 0 0 04 Oct 2025
CVSM: Contrastive Vocal Similarity Modeling C. Garoufis Athanasia Zlatintsi Petros Maragos SSL 166 0 0 03 Oct 2025
Learning Robust Diffusion Models from Imprecise Supervision Dong-Dong Wu Jiacheng Cui Wei Wang Zhiqiang She Masashi Sugiyama DiffM 316 0 0 03 Oct 2025
Knowledge Distillation Detection for Open-weights Models Qin Shi Amber Yijia Zheng Qifan Song Raymond A. Yeh 177 0 0 02 Oct 2025
FairContrast: Enhancing Fairness through Contrastive learning and Customized Augmenting Methods on Tabular Data Aida Tayebi Ali Khodabandeh Yalabadi Mehdi Yazdani-Jahromi O. Garibay FaML 232 0 0 02 Oct 2025
Assessing the Potential for Catastrophic Failure in Dynamic Post-Training Quantization Logan Frank Paul Ardis AAML 96 0 0 02 Oct 2025
Align Your Tangent: Training Better Consistency Models via Manifold-Aligned Tangents Beomsu Kim Byunghee Cha Jong Chul Ye 128 0 0 01 Oct 2025
On-the-Fly Data Augmentation via Gradient-Guided and Sample-Aware Influence Estimation Suorong Yang Jie Zong L. xilinx Wang Ziheng Qin Hai Gan Pengfei Zhou Kai Wang Yang You Jian Zhao TDI 171 0 0 01 Oct 2025
Towards Adversarial Training under Hyperspectral Images Weihua Zhang Chengze Jiang Jie Gui Lu Dong AAML 124 0 0 01 Oct 2025