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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
DETA: Denoised Task Adaptation for Few-Shot Learning Ji Zhang Lianli Gao Xu Luo Hengtao Shen Jingkuan Song VLM 107 21 0 11 Mar 2023
Multi-Content Interaction Network for Few-Shot Segmentation Hao Chen YunLong Yu Yonghan Dong Zhe-Ming Lu Yingming Li Zhongfei Zhang 61 4 0 11 Mar 2023
Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models Tom van Sonsbeek Mohammad Mahdi Derakhshani Ivona Najdenkoska Cees G. M. Snoek Marcel Worring LM&MA 69 57 0 10 Mar 2023
Knowledge-augmented Few-shot Visual Relation Detection Tianyu Yu Yongqian Li Jiaoyan Chen Hai-Tao Zheng Haitao Zheng ... Qingbin Liu Wenqiang Liu Dongxiao Huang Bei Wu Yexin Wang 93 6 0 09 Mar 2023
Multi-task Meta Label Correction for Time Series Prediction Luxuan Yang Ting Gao Wei Wei Min Dai Cheng Fang Jinqiao Duan AI4TS 114 4 0 09 Mar 2023
Meta-learning Control Variates: Variance Reduction with Limited Data Z. Sun Chris J. Oates F. Briol BDL 96 9 0 08 Mar 2023
Multimodal Parameter-Efficient Few-Shot Class Incremental Learning Marco D’Alessandro Alberto Alonso Enrique Calabrés M. Galar CLL 70 13 0 08 Mar 2023
Can We Scale Transformers to Predict Parameters of Diverse ImageNet Models? Boris Knyazev Doha Hwang Simon Lacoste-Julien AI4CE 88 21 0 07 Mar 2023
Your representations are in the network: composable and parallel adaptation for large scale models Yonatan Dukler Alessandro Achille Hao Yang Varsha Vivek Luca Zancato Benjamin Bowman Avinash Ravichandran Charless C. Fowlkes A. Swaminathan Stefano Soatto 97 3 0 07 Mar 2023
Deep Learning for Inertial Positioning: A Survey Changhao Chen Xianfei Pan 81 53 0 07 Mar 2023
Evolutionary Reinforcement Learning: A Survey Hui Bai Ran Cheng Yaochu Jin OffRL 142 56 0 07 Mar 2023
Scenario-Agnostic Zero-Trust Defense with Explainable Threshold Policy: A Meta-Learning Approach Yunfei Ge Tao Li Quanyan Zhu AAML 75 18 0 06 Mar 2023
MetaPhysiCa: OOD Robustness in Physics-informed Machine Learning S Chandra Mouli M. A. Alam Bruno Ribeiro OOD 67 4 0 06 Mar 2023
CLIP-guided Prototype Modulating for Few-shot Action Recognition Xiang Wang Shiwei Zhang Jun Cen Changxin Gao Yingya Zhang Deli Zhao Nong Sang VLM 80 61 0 06 Mar 2023
Few-shot Adaptation for Manipulating Granular Materials Under Domain Shift Yifan Zhu Pranay Thangeda Melkior Ornik Kris K. Hauser 99 10 0 06 Mar 2023
Knowledge-embedded meta-learning model for lift coefficient prediction of airfoils Hairun Xie Jing Wang Miao Zhang 26 6 0 06 Mar 2023
Model-Agnostic Meta-Learning for Natural Language Understanding Tasks in Finance Bixing Yan Shaoling Chen Yuxuan He Zhihan Li AIFin 50 2 0 06 Mar 2023
Knowledge-Enhanced Semi-Supervised Federated Learning for Aggregating Heterogeneous Lightweight Clients in IoT Jiaqi Wang Shenglai Zeng Zewei Long Yaqing Wang Houping Xiao Fenglong Ma 64 17 0 05 Mar 2023
Time Associated Meta Learning for Clinical Prediction Hao Liu Muhan Zhang Zehao Dong Lecheng Kong Yixin Chen Bradley A. Fritz Dacheng Tao C. King 86 0 0 05 Mar 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 73 28 0 04 Mar 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Renrui Zhang Xiangfei Hu Bohao Li Siyuan Huang Hanqiu Deng Hongsheng Li Yu Qiao Peng Gao VLM MLLM 108 181 0 03 Mar 2023
Learning to Adapt to Online Streams with Distribution Shifts Chenyan Wu Yimu Pan Yandong Li James Z. Wang TTA 57 3 0 02 Mar 2023
First-order ANIL learns linear representations despite misspecified latent dimension Oğuz Kaan Yüksel Etienne Boursier Nicolas Flammarion 93 0 0 02 Mar 2023
Domain Adaptation of Reinforcement Learning Agents based on Network Service Proximity Kaushik Dey S. K. Perepu P. Dasgupta Abir Das 59 1 0 02 Mar 2023
Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning Huiwon Jang Hankook Lee Jinwoo Shin VLM SSL 97 18 0 02 Mar 2023
STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables Jaehyun Nam Jihoon Tack Kyungmin Lee Hankook Lee Jinwoo Shin LMTD SSL 83 34 0 02 Mar 2023
Continuous-Time Functional Diffusion Processes Giulio Franzese Dario Rossi Simone Rossi Markus Heinonen Maurizio Filippone Pietro Michiardi 114 27 0 01 Mar 2023
M-L2O: Towards Generalizable Learning-to-Optimize by Test-Time Fast Self-Adaptation Junjie Yang Xuxi Chen Tianlong Chen Zhangyang Wang Yitao Liang 65 3 0 28 Feb 2023
Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning Ivona Najdenkoska Xiantong Zhen Marcel Worring VLM 136 19 0 28 Feb 2023
Meta-Learning with Adaptive Weighted Loss for Imbalanced Cold-Start Recommendation Minchang Kim Yongjin Yang Jung Hyun Ryu Taesup Kim OffRL 40 5 0 28 Feb 2023
Human-Inspired Framework to Accelerate Reinforcement Learning Ali Beikmohammadi Sindri Magnússon OffRL 86 4 0 28 Feb 2023
Towards Personalized Preprocessing Pipeline Search Diego Martinez Daochen Zha Qiaoyu Tan Helen Zhou AI4TS 70 2 0 28 Feb 2023
Learning to Retain while Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation Gaurav Patel Konda Reddy Mopuri Qiang Qiu 76 28 0 28 Feb 2023
HalluAudio: Hallucinating Frequency as Concepts for Few-Shot Audio Classification Zhongjie Yu Shuyang Wang Lin Chen Zhongwei Cheng VLM 60 3 0 27 Feb 2023
Analyzing Populations of Neural Networks via Dynamical Model Embedding Jordan S. Cotler Kai Sheng Tai Felipe Hernández Blake Elias David Sussillo 100 4 0 27 Feb 2023
High-Precise Robot Arm Manipulation based on Online Iterative Learning and Forward Simulation with Positioning Error Below End-Effector Physical Minimum Displacement Weiming Qu Tianlin Liu D. Luo 75 2 0 26 Feb 2023
AugGPT: Leveraging ChatGPT for Text Data Augmentation Haixing Dai Zheng Liu Wenxiong Liao Xiaoke Huang Yihan Cao ... Lichao Sun Quanzheng Li Dinggang Shen Tianming Liu Xiang Li 139 160 0 25 Feb 2023
Agile Modeling: From Concept to Classifier in Minutes Otilia Stretcu Edward Vendrow Kenji Hata Krishnamurthy Viswanathan V. Ferrari ... Chun-Ta Lu Javier A Rey Giulia DeSalvo Ranjay Krishna Ariel Fuxman HAI 73 15 0 25 Feb 2023
Adapting Knowledge for Few-shot Table-to-Text Generation Zhixin Guo Min Yan Jiexing Qi Jianping Zhou Ziwei He Guanjie Zheng Xinbing Wang VLM LMTD 82 2 0 24 Feb 2023
MetaLDC: Meta Learning of Low-Dimensional Computing Classifiers for Fast On-Device Adaption Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 74 4 0 23 Feb 2023
Learning Neural Volumetric Representations of Dynamic Humans in Minutes Chen Geng Sida Peng Zhenqi Xu Hujun Bao Xiaowei Zhou 3DH 92 70 0 23 Feb 2023
Encoder-based Domain Tuning for Fast Personalization of Text-to-Image Models Rinon Gal Moab Arar Yuval Atzmon Amit H. Bermano Gal Chechik Daniel Cohen-Or DiffM 141 200 0 23 Feb 2023
Inequity aversion reduces travel time in the traffic light control problem Mersad Hassanjani Farinaz Alamiyan Harandi Pouria Ramazi 31 0 0 23 Feb 2023
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Kehua Chen Yuxuan Liang Jindong Han Siyuan Feng Meixin Zhu Hai Yang AI4TS 89 8 0 23 Feb 2023
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes Charles Riou Pierre Alquier Badr-Eddine Chérief-Abdellatif 117 10 0 23 Feb 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search Pierre-Alexandre Kamienny Guillaume Lample Sylvain Lamprier M. Virgolin 113 32 0 22 Feb 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Tianran Ouyang Cees G. M. Snoek TTA 103 20 0 22 Feb 2023
Personalized Privacy-Preserving Framework for Cross-Silo Federated Learning Van Tuan Tran Huy Hieu Pham Kok-Seng Wong FedML 98 8 0 22 Feb 2023
Open-domain Visual Entity Recognition: Towards Recognizing Millions of Wikipedia Entities Hexiang Hu Yi Luan Yang Chen Urvashi Khandelwal Mandar Joshi Kenton Lee Kristina Toutanova Ming-Wei Chang VLM 130 61 0 22 Feb 2023
Mask-guided BERT for Few Shot Text Classification Wenxiong Liao Zheng Liu Haixing Dai Zihao Wu Yiyang Zhang ... Dajiang Zhu Tianming Liu Sheng Li Xiang Li Hongmin Cai VLM 95 41 0 21 Feb 2023