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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017

Pieter Abbeel

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

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Title
Meta-Learning Parameterized First-Order Optimizers using Differentiable Convex Optimization Tanmay Gautam Samuel Pfrommer Somayeh Sojoudi 66 2 0 29 Mar 2023
Polarity is all you need to learn and transfer faster Qingyang Wang Michael A. Powell Ali Geisa Eric W. Bridgeford Joshua T. Vogelstein 74 3 0 29 Mar 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 205 14 0 29 Mar 2023
BC-IRL: Learning Generalizable Reward Functions from Demonstrations Andrew Szot Amy Zhang Dhruv Batra Z. Kira Franziska Meier OOD OffRL 89 9 0 28 Mar 2023
Rethinking matching-based few-shot action recognition Juliette Bertrand Yannis Kalantidis Giorgos Tolias 72 1 0 28 Mar 2023
System-status-aware Adaptive Network for Online Streaming Video Understanding Lin Geng Foo Jia Gong Zhipeng Fan Jing Liu AI4TS 73 15 0 28 Mar 2023
Distributed Neural Representation for Reactive in situ Visualization Qi Wu J. Insley V. Mateevitsi S. Rizzi M. Papka Kwan-Liu Ma 78 2 0 28 Mar 2023
Learning Expressive Prompting With Residuals for Vision Transformers Rajshekhar Das Yonatan Dukler Avinash Ravichandran A. Swaminathan VLM VPVLM 71 22 0 27 Mar 2023
Few-Shot Domain Adaptation for Low Light RAW Image Enhancement K. Prabhakar Vishal Vinod N. Sahoo Venkatesh Babu Radhakrishnan 67 7 0 27 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 138 243 0 27 Mar 2023
Towards Unbiased Calibration using Meta-Regularization Cheng Wang Jacek Golebiowski 107 1 0 27 Mar 2023
Image Quality-aware Diagnosis via Meta-knowledge Co-embedding Haoxuan Che Si Chen Haoxing Chen 89 16 0 27 Mar 2023
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective Weixia Zhang Guangtao Zhai Ying Wei Xiaokang Yang Kede Ma VLM 106 186 0 27 Mar 2023
GPT-PINN: Generative Pre-Trained Physics-Informed Neural Networks toward non-intrusive Meta-learning of parametric PDEs Yanlai Chen Shawn Koohy PINN AI4CE 91 30 0 27 Mar 2023
$Δ$ -Patching: A Framework for Rapid Adaptation of Pre-trained Convolutional Networks without Base Performance Loss Chaitanya Devaguptapu Samarth Sinha K. J. Joseph V. Balasubramanian Animesh Garg 114 1 0 26 Mar 2023
Boosting Few-Shot Text Classification via Distribution Estimation Han Liu Feng Zhang Xiaotong Zhang Siyang Zhao Fenglong Ma Xiao-Ming Wu Hongyang Chen Hong Yu Xianchao Zhang OODD VLM 120 12 0 26 Mar 2023
Adaptive Base-class Suppression and Prior Guidance Network for One-Shot Object Detection Wenwen Zhang Xinyu Xiao Hangguan Shan Eryun Liu ObjD 71 0 0 24 Mar 2023
Semantic Prompt for Few-Shot Image Recognition Wentao Chen Chenyang Si Zhang Zhang Liangdao Wang Zilei Wang Tien-Ping Tan VLM 58 40 0 24 Mar 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 147 49 0 24 Mar 2023
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization Yi-Syuan Chen Yun-Zhu Song Hong-Han Shuai 64 6 0 24 Mar 2023
Generalist: Decoupling Natural and Robust Generalization Hongjun Wang Yisen Wang OOD AAML 97 14 0 24 Mar 2023
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation Weide Liu Zhonghua Wu Yang Zhao Yuming Fang Chuan-Sheng Foo Jun Cheng Guosheng Lin VLM 69 17 0 24 Mar 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 80 7 0 23 Mar 2023
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models Dohwan Ko Joon-Young Choi Hyeong Kyu Choi Kyoung-Woon On Byungseok Roh Hyunwoo J. Kim 121 23 0 23 Mar 2023
Automated Federated Learning in Mobile Edge Networks -- Fast Adaptation and Convergence Chaoqun You Kun Guo Gang Feng Peng Yang Tony Q.S. Quek FedML 65 7 0 23 Mar 2023
Backdoor Defense via Adaptively Splitting Poisoned Dataset Kuofeng Gao Yang Bai Jindong Gu Yong-Liang Yang Shutao Xia AAML 89 52 0 23 Mar 2023
Sibling-Attack: Rethinking Transferable Adversarial Attacks against Face Recognition Zexin Li Bangjie Yin Taiping Yao Junfeng Guo Shouhong Ding Simin Chen Cong Liu AAML 57 37 0 22 Mar 2023
Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot Generalization Kaihang Pan Juncheng Billy Li Hongye Song Jun Lin Xiaozhong Liu Siliang Tang OffRL 112 13 0 22 Mar 2023
Towards Reliable Neural Machine Translation with Consistency-Aware Meta-Learning Rongxiang Weng Qiang Wang Wensen Cheng Changfeng Zhu Min Zhang 72 2 0 20 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks Aristotelis Ballas Christos Diou OOD 85 13 0 20 Mar 2023
Decomposed Prototype Learning for Few-Shot Scene Graph Generation Xingchen Li Long Chen Guikun Chen Yinfu Feng Yi Yang Jun Xiao 84 7 0 20 Mar 2023
DataLight: Offline Data-Driven Traffic Signal Control Li Zhang Yutong Zhang J. Deng Chen Li OffRL 65 0 0 20 Mar 2023
Architecture, Dataset and Model-Scale Agnostic Data-free Meta-Learning Zixuan Hu Li Shen Zhenyi Wang Tongliang Liu Chun Yuan Dacheng Tao 135 4 0 20 Mar 2023
Enhancing Immersion and Presence in the Metaverse with Over-the-Air Brain-Computer Interface Nguyen Quang Hieu D. Hoang Diep N. Nguyen Van-Dinh Nguyen Yong Xiao E. Dutkiewicz 39 0 0 19 Mar 2023
Remote Task-oriented Grasp Area Teaching By Non-Experts through Interactive Segmentation and Few-Shot Learning Furkan Kaynar Sudarshan Rajagopalan Shaobo Zhou Eckehard Steinbach 66 3 0 17 Mar 2023
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection Jiawei Ma Yulei Niu Jincheng Xu Shiyuan Huang G. Han Shih-Fu Chang ObjD 86 37 0 16 Mar 2023
Exploring Distributional Shifts in Large Language Models for Code Analysis Shushan Arakelyan Rocktim Jyoti Das Yi Mao Xiang Ren ALM 105 21 0 16 Mar 2023
Visual Prompt Based Personalized Federated Learning Guang-Ming Li Wansen Wu Yan Sun Li Shen Baoyuan Wu Dacheng Tao FedML VLM 87 18 0 15 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 130 14 0 15 Mar 2023
Few-Shot Classification of Autism Spectrum Disorder using Site-Agnostic Meta-Learning and Brain MRI Nikhil J. Dhinagar Vignesh Santhalingam Katherine E. Lawrence Emily Laltoo Paul M. Thompson 60 4 0 14 Mar 2023
Is forgetting less a good inductive bias for forward transfer? Jiefeng Chen Timothy Nguyen Dilan Görür Arslan Chaudhry CLL 111 14 0 14 Mar 2023
Diversity-Aware Meta Visual Prompting Qidong Huang Xiaoyi Dong DongDong Chen Weiming Zhang Feifei Wang Gang Hua Neng H. Yu VLM VPVLM 90 57 0 14 Mar 2023
PiMAE: Point Cloud and Image Interactive Masked Autoencoders for 3D Object Detection Anthony Chen Kevin Zhang Renrui Zhang Zihan Wang Yuheng Lu Yandong Guo Shanghang Zhang 3DPC 139 69 0 14 Mar 2023
Relational Multi-Task Learning: Modeling Relations between Data and Tasks Kaidi Cao Jiaxuan You J. Leskovec 59 17 0 14 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent advances Hassan Gharoun Fereshteh Momenifar Fang Chen Amir H. Gandomi OOD VLM 108 58 0 13 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues Mohamed Akrout Amal Feriani F. Bellili A. Mezghani Ekram Hossain OOD AI4CE 101 28 0 13 Mar 2023
MetaTroll: Few-shot Detection of State-Sponsored Trolls with Transformer Adapters Lin Tian Xiuzhen Zhang Jey Han Lau 97 11 0 13 Mar 2023
RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-Learning Min Zhang Zifeng Zhuang Zhitao Wang Donglin Wang Wen-Bin Li 74 5 0 12 Mar 2023
Gradient-Regulated Meta-Prompt Learning for Generalizable Vision-Language Models Juncheng Li Minghe Gao Longhui Wei Siliang Tang Wenqiao Zhang Meng Li Wei Ji Qi Tian Tat-Seng Chua Yueting Zhuang VLM VPVLM 98 21 0 12 Mar 2023
MetaViewer: Towards A Unified Multi-View Representation Ren Wang Haoliang Sun Yuling Ma Xiaoming Xi Yilong Yin 86 9 0 11 Mar 2023