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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
Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data Seunghan Yang Byeonggeun Kim Kyuhong Shim Simyoung Chang 84 1 0 31 Aug 2023
Test-Time Adaptation for Point Cloud Upsampling Using Meta-Learning A. Hatem Yiming Qian Yang Wang 3DPC 122 9 0 31 Aug 2023
Point-TTA: Test-Time Adaptation for Point Cloud Registration Using Multitask Meta-Auxiliary Learning A. Hatem Yiming Qian Yang Wang 3DPC TTA 83 18 0 31 Aug 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 101 19 0 31 Aug 2023
$AntM$^{2}$C: A Large Scale Dataset For Multi-Scenario Multi-Modal CTR Prediction$ AntM $^{2}$ C: A Large Scale Dataset For Multi-Scenario Multi-Modal CTR Prediction Zhaoxin Huan Ke Ding Ang Li Xiaolu Zhang Xu Min ... Linjian Mo Jinjie Gu Zhongyi Liu Wenliang Zhong Guannan Zhang 86 1 0 31 Aug 2023
Foundational Policy Acquisition via Multitask Learning for Motor Skill Generation Satoshi Yamamori Jun Morimoto 96 0 0 31 Aug 2023
Improving Few-shot Image Generation by Structural Discrimination and Textural Modulation Mengping Yang Zhe Wang Wenyi Feng Qian Zhang Tingzhe Xiao DiffM 83 4 0 30 Aug 2023
Everything Perturbed All at Once: Enabling Differentiable Graph Attacks Haoran Liu Bokun Wang Jianling Wang Xiangjue Dong Tianbao Yang James Caverlee AAML 107 3 0 29 Aug 2023
Efficient Model Personalization in Federated Learning via Client-Specific Prompt Generation Fu-En Yang Chien-Yi Wang Yu-Chiang Frank Wang VLM FedML 112 69 0 29 Aug 2023
Mixup-Augmented Meta-Learning for Sample-Efficient Fine-Tuning of Protein Simulators Jingbang Chen Yian Wang Xingwei Qu Shuangjia Zheng Yao-Chun Yang Hao Dong Jie Fu 63 0 0 29 Aug 2023
iBARLE: imBalance-Aware Room Layout Estimation Taotao Jing Lichen Wang Naji Khosravan Zhiqiang Wan Zachary Bessinger Zhengming Ding S. B. Kang 92 1 0 29 Aug 2023
Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization Aristotelis Ballas Christos Diou OOD 89 6 0 28 Aug 2023
Fair Few-shot Learning with Auxiliary Sets Song Wang Jing Ma Lu Cheng Jundong Li 81 2 0 28 Aug 2023
MetaWeather: Few-Shot Weather-Degraded Image Restoration Youngrae Kim Younggeol Cho Thanh-Tung Nguyen Seunghoon Hong Dongman Lee 87 2 0 28 Aug 2023
Unleash Model Potential: Bootstrapped Meta Self-supervised Learning Wenwen Qiang Changwen Zheng Jingyao Wang Changwen Zheng SSL 61 1 0 28 Aug 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 202 13 0 28 Aug 2023
FAM: fast adaptive federated meta-learning Indrajeet Kumar Sinha Shekhar Verma Krishna Pratap Singh FedML 75 0 0 26 Aug 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 83 15 0 26 Aug 2023
From system models to class models: An in-context learning paradigm Marco Forgione F. Pura Dario Piga 82 12 0 25 Aug 2023
Dual Compensation Residual Networks for Class Imbalanced Learning Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 101 6 0 25 Aug 2023
PartSeg: Few-shot Part Segmentation via Part-aware Prompt Learning M. Han Heliang Zheng Chaoyue Wang Yong Luo Han Hu Jing Zhang Yonggang Wen VLM 75 3 0 24 Aug 2023
Learning the Plasticity: Plasticity-Driven Learning Framework in Spiking Neural Networks Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Feifei Zhao Yi Zeng AI4CE 77 0 0 23 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng Li FaML AI4TS 100 2 0 23 Aug 2023
Dynamic landslide susceptibility mapping over recent three decades to uncover variations in landslide causes in subtropical urban mountainous areas Peifeng Ma Li Chen Chang Yu Qinggaozi Zhu Yuling Ding 53 2 0 23 Aug 2023
LFS-GAN: Lifelong Few-Shot Image Generation Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 103 12 0 23 Aug 2023
Weakly Supervised Face and Whole Body Recognition in Turbulent Environments Kshitij Nikhal B. Riggan CVBM 75 2 0 22 Aug 2023
Robust Lagrangian and Adversarial Policy Gradient for Robust Constrained Markov Decision Processes David M. Bossens 56 3 0 22 Aug 2023
Domain Generalization via Rationale Invariance Liang Chen Yong Zhang Yibing Song Anton Van Den Hengel Lingqiao Liu OOD 86 14 0 22 Aug 2023
MetaGCD: Learning to Continually Learn in Generalized Category Discovery Yanan Wu Zhixiang Chi Yang Wang Songhe Feng BDL CLL 117 29 0 21 Aug 2023
Harmonization Across Imaging Locations(HAIL): One-Shot Learning for Brain MRI Abhijeet Parida Zhifan Jiang Syed Muhammad Anwar N. Foreman N. Stence Michael Fisher Roger J. Packer Robert A. Avery M. Linguraru MedIm 28 1 0 21 Aug 2023
DomainAdaptor: A Novel Approach to Test-time Adaptation Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD TTA 88 17 0 20 Aug 2023
Robust Mixture-of-Expert Training for Convolutional Neural Networks Yihua Zhang Ruisi Cai Tianlong Chen Guanhua Zhang Huan Zhang Pin-Yu Chen Shiyu Chang Zhangyang Wang Sijia Liu MoE AAML OOD 91 19 0 19 Aug 2023
TDG: Text-guided Domain Generalization Geng-Ming Liu Yuxi Wang OOD 76 2 0 19 Aug 2023
Inductive-bias Learning: Generating Code Models with Large Language Model Toma Tanaka Naofumi Emoto Tsukasa Yumibayashi AI4CE 61 0 0 19 Aug 2023
Faster Stochastic Variance Reduction Methods for Compositional MiniMax Optimization Jin Liu Xiaokang Pan Junwen Duan Hongdong Li Youqi Li Zhe Qu 86 1 0 18 Aug 2023
Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching Jiazheng Xing Mengmeng Wang Yudi Ruan Bofan Chen Yaowei Guo B. Mu Guangwen Dai Jingdong Wang Yong-Jin Liu 75 20 0 18 Aug 2023
Meta-learning enhanced next POI recommendation by leveraging check-ins from auxiliary cities Jinze Wang Lu Zhang Zhu Sun Yew-Soon Ong 61 7 0 18 Aug 2023
Embracing assay heterogeneity with neural processes for markedly improved bioactivity predictions Lucian Chan M. Verdonk C. Poelking 47 4 0 17 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 85 34 0 17 Aug 2023
META-SELD: Meta-Learning for Fast Adaptation to the new environment in Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Feiran Yang Ziying Yu Wenwu Wang Mark D. Plumbley J. Yang VLM 85 6 0 17 Aug 2023
Is Meta-Learning the Right Approach for the Cold-Start Problem in Recommender Systems? Davide Buffelli Ashish Gupta Agnieszka Strzalka Vassilis Plachouras OffRL LRM 80 2 0 16 Aug 2023
Max-affine regression via first-order methods Seonho Kim Kiryung Lee 64 3 0 15 Aug 2023
An Adaptive Approach for Probabilistic Wind Power Forecasting Based on Meta-Learning Zichao Meng Ye Guo Hongbin Sun 68 4 0 15 Aug 2023
A Survey on Model Compression for Large Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang 139 233 0 15 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond Chen Shuai Meng Fanman Runtong Zhang Heqian Qiu Hongliang Li Wu Qingbo Xu Linfeng VLM 86 14 0 15 Aug 2023
On the Importance of Spatial Relations for Few-shot Action Recognition Yilun Zhang Yu Fu Xingjun Ma Lizhe Qi Jingjing Chen Zuxuan Wu Yueping Jiang ViT 82 10 0 14 Aug 2023
IOB: Integrating Optimization Transfer and Behavior Transfer for Multi-Policy Reuse Siyuan Li Haoyang Li Jin Zhang Zhen Wang Peng Liu Chongjie Zhang OffRL 81 1 0 14 Aug 2023
Approximating Human-Like Few-shot Learning with GPT-based Compression C.-Y. Huang Yuqing Xie Zhiying Jiang Jimmy J. Lin Ming Li 56 9 0 14 Aug 2023
CBA: Improving Online Continual Learning via Continual Bias Adaptor Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Deyu Meng CLL 76 17 0 14 Aug 2023
SAILOR: Structural Augmentation Based Tail Node Representation Learning Jie Liao Jintang Li Liang Chen Bing Wu Yatao Bian Zibin Zheng 65 4 0 13 Aug 2023